diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..814d4eabeb244d2f4f8289f91434ac1e4870284e 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -33,3 +33,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+TruFor_train_test/dataset/data/bcm_COCO_train_list.txt filter=lfs diff=lfs merge=lfs -text
+TruFor_train_test/dataset/data/bcmc_COCO_train_list.txt filter=lfs diff=lfs merge=lfs -text
+TruFor_train_test/dataset/data/cm_COCO_train_list.txt filter=lfs diff=lfs merge=lfs -text
+TruFor_train_test/dataset/data/sp_COCO_train_list.txt filter=lfs diff=lfs merge=lfs -text
+TruFor_train_test/pretrained_models/noiseprint++/noiseprint++.th filter=lfs diff=lfs merge=lfs -text
diff --git a/TruFor_train_test/LICENSE.txt b/TruFor_train_test/LICENSE.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f47743382b81eb4a9de2a500e328a98870264c01
--- /dev/null
+++ b/TruFor_train_test/LICENSE.txt
@@ -0,0 +1,31 @@
+THIS DOCUMENT CONSTITUTES A LICENCE TO USE THE SOFTWARE ON THE TERMS AND CONDITIONS APPEARING BELOW.
+
+
+Preamble
+
+This License applies to the software with which this license is distributed.
+The software is intellectual property of Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA')
+and is placed under the protection of copyright laws, including Italian legislation and international treaties.
+BY USING THE PROGRAM, YOU INDICATE YOUR ACCEPTANCE OF THIS LICENSE TO DO SO.
+
+
+Terms and Conditions
+
+Reproduction, modification, and usage of the software covered by this license is allowed free of charge provided that:
+(i) this software should be used, reproduced and modified only for informational and nonprofit purposes; any unauthorized use of this software for industrial or profit-oriented activities is expressly prohibited; and
+(ii) any reproduction or modification retains all original notices including proprietary or copyright notices; and
+(iii) reference to the original authors is given whenever results, which arise from the use of this software or any modification of it, are made public.
+No other use of the materials and of any information incorporated thereto is hereby authorized.
+In addition, be informed that some names are protected by trademarks which are the property of GRIP-UNINA, its researchers and/or other third parties whether a specific mention in that respect is made or not.
+
+
+Disclaimers
+
+This software is provided 'as-is', without any express or implied warranty.
+In no event will the authors be held liable for any damages arising from the use of this software.
+
+
+Transmission of user information
+
+Any and all information or request for information you may direct to GRIP
+through e-mail as may be linked to website http://www.grip.unina.it/ 
diff --git a/TruFor_train_test/LICENSE_CMX.txt b/TruFor_train_test/LICENSE_CMX.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7c8f5deda716fdd2f080f1ea10396313f15a0d21
--- /dev/null
+++ b/TruFor_train_test/LICENSE_CMX.txt
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2022 Huayao Liu
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
\ No newline at end of file
diff --git a/TruFor_train_test/README.md b/TruFor_train_test/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..905e19dcde48d6c4c5ded90c706470e36d1c7877
--- /dev/null
+++ b/TruFor_train_test/README.md
@@ -0,0 +1,129 @@
+# Setup
+
+To set up a **conda environment**, run:
+```
+conda env create -f trufor_conda.yaml
+```
+
+# Train
+
+## Pretrained weights
+
+The pretrained Noiseprint++ and SegFormer-B2 weights are already included in the github in the `pretrained_models` folder.
+
+To download the final TruFor trained weights (not required for training) see instructions in the inference section.
+
+## Training datasets
+
+Before running the training, update the datasets paths in `project_config.py`.
+
+To download the datasets used in the paper:
+- tampCOCO and compRAISE: https://github.com/mjkwon2021/CAT-Net
+- FantasticReality: there is a link by CAT-Net authors here https://github.com/mjkwon2021/CAT-Net/issues/51
+- CASIA 2.0 revised: https://github.com/namtpham/casia2groundtruth
+- IMD: https://staff.utia.cas.cz/novozada/db/IMD2020.zip
+
+To add your own dataset:
+- create a dataloader in the `dataset` folder (you may use the existing ones as a reference)
+- add it in the `data_core.py` file (both in section `mode == "train"` and `mode == "valid"`)
+- to use the dataset add it to the list in the `DATASET.TRAIN` and/or `DATASET.VALID` options in the config file
+
+## Flags and outputs
+
+Flags:
+- `-g` or `--gpu`: default is gpu '0'. Put '-1' if you want to use cpu. You can run on multiple gpus on the same device (e.g. `-g 0 1`).
+- `-exp` or `--experiment`: name of the experiment. It must have the same name as the config file (without the extension).
+
+Any other config option (to change the values without editing the .yaml file) has to be put in the end of the command in the form `NAME.OF.PARAMETER value_of_parameter`, using the parameter names included in the config file. 
+For example, to perform an extra validation step before the training starts, you can add at the end of the command
+`VALID.FIRST_VALID True`. 
+To change the batch size, change it in the `TRAIN.BATCH_SIZE_PER_GPU` setting.
+
+
+## Training using provided configs (to replicate the paper's results)
+### Phase 1: training the *Noiseprint++ extractor* (optional)
+This step is optional, as you can use our Noiseprint++ weights.
+Code for the training of Noiseprint++ is not yet available.
+
+### Phase 2: training the *localization network*
+
+```
+python train.py -exp trufor_ph2
+```
+
+### Phase 3: training the *detection network* and the *confidence estimator*
+
+First of all, make sure that `TRAIN.PRETRAINING` in `lib/config/trufor_ph3.yaml` contains the path to the weights of phase 2. Then run:
+
+```
+python train.py -exp trufor_ph3
+```
+
+You can also specify it directly in the command, without editing the yaml:
+
+```
+python train.py -exp trufor_ph3 TRAIN.PRETRAINING "weights/trufor_ph2/best.pth.tar"
+```
+
+
+## Custom training
+
+If you want to create your own training, duplicate `trufor_ph2.yaml` and `trufor_ph3.yaml` in the `lib/config` folder, rename and edit them according to your needs.
+Then, follow the same training instructions as above, using the name of your config files in `-exp`.
+
+**Remember to update the `TRAIN.PRETRAINING` value either in the yaml of ph3 (or in the command itself) with the path to the ph2 weights.**
+
+
+# Inference
+
+## Flags and outputs
+
+Flags:
+- `-g` or `--gpu`: default is gpu '0'. Put '-1' if you want to use cpu.
+- `-in` or `--input`:  default is "images/". It can be a single file, a directory, or a glob statement
+- `-out` or `--output`: output folder
+- `-exp` or `--experiment`: name of the experiment. It must have the same name as the config file (without the extension).
+- `--save_np`: if you want to save the Noiseprint++ aswell
+
+Any other config option (to change the values without editing the .yaml file) has to be put in the end of the command in the form `NAME.OF.PARAMETER value_of_parameter`, using the parameter names included in the config file. 
+For example, `TEST.MODEL_FILE "pretrained_models/trufor.pth.tar"`
+
+
+The output is a .npz containing the following files:
+- **'map'**: anomaly localization map
+- **'conf'**: confidence map
+- **'score'**: score in the range [0,1]
+- **'np++'**: Noiseprint++ (if flag `--save_np` is specified)
+- **'imgsize'**: size of the image
+
+## Inference using our provided weights (no training required)
+
+Download the [weights](https://www.grip.unina.it/download/prog/TruFor/TruFor_weights.zip) and unzip them in the "pretrained_models" folder (or wherever you prefer). 
+MD5 is 7bee48f3476c75616c3c5721ab256ff8.
+
+Then run:
+```
+python test.py -in path/to/image_or_folder -out path/to/output_folder -exp trufor_ph3 TEST.MODEL_FILE "pretrained_models/trufor.pth.tar" 
+```
+
+## Inference using your trained weights
+The `TEST.MODEL_FILE` option is not required as it uses the name specified in `-exp`.
+```
+python test.py -in path/to/image_or_folder -out path/to/output_folder -exp name_of_your_yaml_ph2
+```
+
+# Metrics
+
+In the file `metrics.py` you can find the functions we used to compute the metrics. <br/>
+Localization metrics have to be computed only on fake images, and the ground truth **has to be 0 for pristine pixels and 1 for forged pixels**. <br/>
+When computing F1 score, we take the maximum between the F1 using the localization map and the F1 using the inverse of the localization map.
+We do not consider pixels close to the borders of the forged area in the ground truth, since in most cases they are not accurate. 
+
+
+# Visualization
+
+To visualize the output for an image, run the following:
+```
+python visualize.py --image image_path --output output_path [--mask mask_path]
+```
+Providing the mask is optional.
diff --git a/TruFor_train_test/__init__.py b/TruFor_train_test/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/TruFor_train_test/dataset/AbstractDataset.py b/TruFor_train_test/dataset/AbstractDataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..31286fa9ee777a8f332ae2a751b8203d9e5c16c5
--- /dev/null
+++ b/TruFor_train_test/dataset/AbstractDataset.py
@@ -0,0 +1,146 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+from abc import ABC, abstractmethod
+from PIL import Image
+import numpy as np
+import torch
+import random
+import cv2
+
+
+class AbstractDataset(ABC):
+
+    def __init__(self, crop_size, grid_crop: bool, max_dim=None, aug=None):
+        """
+        :param crop_size: (H, W) or None. H and W must be the multiple of 8 if grid_crop==True.
+        :param grid_crop: T: crop within 8x8 grid. F: crop anywhere.
+        :param max_dim: if image is bigger than this size, it is cropped
+        :param aug: augmentation
+        """
+        self._crop_size = crop_size
+        self._max_dim   = max_dim
+        self._grid_crop = grid_crop
+
+        if grid_crop and crop_size is not None:
+            assert crop_size[0] % 8 == 0 and crop_size[1] % 8 == 0
+
+        self.img_list = None
+        self.aug = aug
+        #if self.aug is not None:
+        #    print('Augmentation:', self.aug)
+
+
+    def _create_tensor(self, mask=None, rgb_path=None):
+        ignore_index = -1
+
+        try:
+            img_RGB = np.array(Image.open(rgb_path).convert("RGB"))
+        except:
+            raise ValueError(f'error path: {rgb_path}')
+
+        h, w = img_RGB.shape[0], img_RGB.shape[1]
+        
+        if mask is None:
+            mask = np.zeros((h, w))
+        elif mask.shape[0]!=h or mask.shape[1]!=w:
+            # a small number of images have a mask that mismatches the size of the image
+            print(f'MASK MISMATCH: {rgb_path} \n h:{h}, w:{w}, mask: {mask.shape}', flush=True)
+            try:
+                mask = np.ascontiguousarray(np.rot90(mask))
+                assert mask.shape[0]==h and mask.shape[1]==w
+            except:
+                mask = cv2.resize(np.uint8(mask), (h, w), interpolation=cv2.INTER_NEAREST)>0
+
+        # augmentation
+        if self.aug is not None:
+            mask = np.uint8(mask)
+            dat = self.aug(image=img_RGB, mask=mask)
+            assert dat['image'].dtype==img_RGB.dtype
+            assert dat['mask'].dtype==mask.dtype
+            img_RGB = dat['image']
+            mask = dat['mask']>0
+            h, w = img_RGB.shape[0], img_RGB.shape[1]
+            del dat
+
+        # cropping
+        if self._crop_size is None and self._grid_crop:
+            crop_size = (-(-h//8) * 8, -(-w//8) * 8)  # smallest 8x8 grid crop that contains image
+        elif self._crop_size is None and not self._grid_crop:
+            crop_size = None  # use entire image! no crop, no pad
+        else:
+            crop_size = self._crop_size
+
+        if crop_size is not None:
+            # Pad if crop_size is larger than image size
+            if h < crop_size[0] or w < crop_size[1]:
+                
+                # pad RGB
+                if img_RGB is not None:
+                    temp = np.full((max(h, crop_size[0]), max(w, crop_size[1]), 3), 127.5)
+                    temp[:img_RGB.shape[0], :img_RGB.shape[1], :] = img_RGB
+                    img_RGB = temp
+
+                # pad mask
+                temp = np.full((max(h, crop_size[0]), max(w, crop_size[1])), ignore_index)  # pad with ignore_index(-1)
+                try:
+                    temp[:mask.shape[0], :mask.shape[1]] = mask
+                    mask = temp
+                except:
+                    raise ValueError(f'{rgb_path}\nh:{h}, w:{w}, temp:{temp.shape}, mask: {mask.shape}')
+
+            # Determine where to crop
+            if self._grid_crop:
+                s_r = (random.randint(0, max(h - crop_size[0], 0)) // 8) * 8
+                s_c = (random.randint(0, max(w - crop_size[1], 0)) // 8) * 8
+            else:
+                s_r = random.randint(0, max(h - crop_size[0], 0))
+                s_c = random.randint(0, max(w - crop_size[1], 0))
+
+            # crop
+            mask    = mask[s_r:s_r+crop_size[0], s_c:s_c+crop_size[1]]
+            img_RGB = img_RGB[s_r:s_r+crop_size[0], s_c:s_c+crop_size[1], :]
+                
+        # cropping big images
+        if self._max_dim is not None:
+            max_dim = self._max_dim
+            # Determine where to crop
+            s_r = (max((h - max_dim)//2, 0) // 8) * 8
+            s_c = (max((w - max_dim)//2, 0) // 8) * 8
+
+            # crop
+            mask    = mask[s_r:s_r+max_dim, s_c:s_c+max_dim]
+            img_RGB = img_RGB[s_r:s_r+max_dim, s_c:s_c+max_dim, :]
+        
+        t_mask = torch.tensor(mask, dtype=torch.long)
+        t_RGB  = torch.tensor(img_RGB.transpose(2,0,1), dtype=torch.float)/256.0
+        return t_RGB, t_mask
+    
+
+    @abstractmethod
+    def get_img(self, index):
+        pass
+
+    def get_img_name(self, index):
+        item = self.img_list[index]
+        if isinstance(item, list):
+            return item[0]
+        else:
+            return item
+
+    def __len__(self):
+        return len(self.img_list)
+
diff --git a/TruFor_train_test/dataset/__init__.py b/TruFor_train_test/dataset/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/TruFor_train_test/dataset/data/CASIA_v2_auth_train_list.txt b/TruFor_train_test/dataset/data/CASIA_v2_auth_train_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..240bc5278bcb843173510fbdb3274fb0646108fe
--- /dev/null
+++ b/TruFor_train_test/dataset/data/CASIA_v2_auth_train_list.txt
@@ -0,0 +1,7091 @@
+Au/Au_arc_30622.jpg,None
+Au/Au_nat_30726.jpg,None
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diff --git a/TruFor_train_test/dataset/data/CASIA_v2_auth_valid_list.txt b/TruFor_train_test/dataset/data/CASIA_v2_auth_valid_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fa522f8f8a72e0398974cb635869587ed55de938
--- /dev/null
+++ b/TruFor_train_test/dataset/data/CASIA_v2_auth_valid_list.txt
@@ -0,0 +1,100 @@
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diff --git a/TruFor_train_test/dataset/data/CASIA_v2_train_list.txt b/TruFor_train_test/dataset/data/CASIA_v2_train_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b21c836c5d0cefa05a2226ce6fccf7c35f84f8ce
--- /dev/null
+++ b/TruFor_train_test/dataset/data/CASIA_v2_train_list.txt
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diff --git a/TruFor_train_test/dataset/data/CASIA_v2_valid_list.txt b/TruFor_train_test/dataset/data/CASIA_v2_valid_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6fe1bb680561d2fe0ae44ba639423438e43120b4
--- /dev/null
+++ b/TruFor_train_test/dataset/data/CASIA_v2_valid_list.txt
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diff --git a/TruFor_train_test/dataset/data/FR_auth_valid_list.txt b/TruFor_train_test/dataset/data/FR_auth_valid_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e3c99bb555ba66c309a228221396c7565211aebf
--- /dev/null
+++ b/TruFor_train_test/dataset/data/FR_auth_valid_list.txt
@@ -0,0 +1,100 @@
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diff --git a/TruFor_train_test/dataset/data/FR_train_list.txt b/TruFor_train_test/dataset/data/FR_train_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bb380f0a2ae9224506601e6ab450d3e45d2c40e5
--- /dev/null
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diff --git a/TruFor_train_test/dataset/data/FR_valid_list.txt b/TruFor_train_test/dataset/data/FR_valid_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..69c41abc0c32d1283387158569504850c6322760
--- /dev/null
+++ b/TruFor_train_test/dataset/data/FR_valid_list.txt
@@ -0,0 +1,100 @@
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diff --git a/TruFor_train_test/dataset/data/IMD_train_list.txt b/TruFor_train_test/dataset/data/IMD_train_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f7eb229d3ef5fdd8c8f613d41a8cdf576f04ac9c
--- /dev/null
+++ b/TruFor_train_test/dataset/data/IMD_train_list.txt
@@ -0,0 +1,1868 @@
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diff --git a/TruFor_train_test/dataset/data/IMD_valid_list.txt b/TruFor_train_test/dataset/data/IMD_valid_list.txt
new file mode 100644
index 0000000000000000000000000000000000000000..708f4b64613865e4fd5cc4f97904fc5692f5b6aa
--- /dev/null
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diff --git a/TruFor_train_test/dataset/data/compRAISE_train.txt b/TruFor_train_test/dataset/data/compRAISE_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bd41b166f59b72791e76ca087b43408e28a5d7cf
--- /dev/null
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+sp_images/69_000000398537.jpg_000000469061.jpg.jpg,sp_masks/69_000000398537.png_000000469061.png.png
+sp_images/71_000000142822.jpg_000000191675.jpg_RT44.0.jpg,sp_masks/71_000000142822.png_000000191675.png_RT44.0.png
+sp_images/100_000000089174.jpg_000000303267.jpg.jpg,sp_masks/100_000000089174.png_000000303267.png.png
+sp_images/77_000000470014.jpg_000000058753.jpg.jpg,sp_masks/77_000000470014.png_000000058753.png.png
+sp_images/81_000000487198.jpg_000000377385.jpg.jpg,sp_masks/81_000000487198.png_000000377385.png.png
+sp_images/68_000000430677.jpg_000000167270.jpg_RS0.78.jpg,sp_masks/68_000000430677.png_000000167270.png_RS0.78.png
+sp_images/61_000000084130.jpg_000000349430.jpg_RS1.23.jpg,sp_masks/61_000000084130.png_000000349430.png_RS1.23.png
+sp_images/60_000000506429.jpg_000000384260.jpg_RS0.77.jpg,sp_masks/60_000000506429.png_000000384260.png_RS0.77.png
+sp_images/68_000000421307.jpg_000000553447.jpg_RT13.6.jpg,sp_masks/68_000000421307.png_000000553447.png_RT13.6.png
+sp_images/93_000000261426.jpg_000000304548.jpg.jpg,sp_masks/93_000000261426.png_000000304548.png.png
+sp_images/75_000000462082.jpg_000000146128.jpg_RT15.5.jpg,sp_masks/75_000000462082.png_000000146128.png_RT15.5.png
+sp_images/66_000000524929.jpg_000000072111.jpg.jpg,sp_masks/66_000000524929.png_000000072111.png.png
diff --git a/TruFor_train_test/dataset/data_core.py b/TruFor_train_test/dataset/data_core.py
new file mode 100644
index 0000000000000000000000000000000000000000..b9a27a93887fcb698f97c4ed347d1fadedf7b9a3
--- /dev/null
+++ b/TruFor_train_test/dataset/data_core.py
@@ -0,0 +1,137 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+from torch.utils.data import Dataset
+import random
+
+from dataset.dataset_FantasticReality import FantasticReality
+from dataset.dataset_IMD2020 import IMD2020
+from dataset.dataset_CASIA import CASIA
+from dataset.dataset_TampCOCO import tampCOCO
+from dataset.dataset_CompRAISE import compRAISE
+
+
+class myDataset(Dataset):
+    def __init__(self, config, crop_size, grid_crop, mode="train", max_dim=None, aug=None):
+        self.dataset_list = []
+        training_set = config.DATASET.TRAIN
+        valid_set    = config.DATASET.VALID
+        
+        if mode == "train":
+            if 'FR' in training_set:
+                self.dataset_list.append(FantasticReality(crop_size, grid_crop, "dataset/data/FR_train_list.txt", aug=aug))
+                self.dataset_list.append(FantasticReality(crop_size, grid_crop, "dataset/data/FR_auth_train_list.txt", is_auth_list=True, aug=aug))
+                
+            if 'IMD' in training_set:
+                self.dataset_list.append(IMD2020(crop_size, grid_crop, "dataset/data/IMD_train_list.txt", aug=aug))
+                
+            if 'CA' in training_set:
+                self.dataset_list.append(CASIA(crop_size, grid_crop, "dataset/data/CASIA_v2_train_list.txt", aug=aug))
+                self.dataset_list.append(CASIA(crop_size, grid_crop, "dataset/data/CASIA_v2_auth_train_list.txt", aug=aug))
+
+            if 'COCO' in training_set:
+                self.dataset_list.append(tampCOCO(crop_size, grid_crop, "dataset/data/cm_COCO_train_list.txt",   aug=aug))
+                self.dataset_list.append(tampCOCO(crop_size, grid_crop, "dataset/data/sp_COCO_train_list.txt",   aug=aug))
+                self.dataset_list.append(tampCOCO(crop_size, grid_crop, "dataset/data/bcm_COCO_train_list.txt",  aug=aug))
+                self.dataset_list.append(tampCOCO(crop_size, grid_crop, "dataset/data/bcmc_COCO_train_list.txt", aug=aug))
+            
+            if 'RAISE' in training_set:
+                self.dataset_list.append(compRAISE(crop_size, grid_crop, "dataset/data/compRAISE_train.txt", aug=aug))
+
+
+        elif mode == "valid":
+            if 'FR' in valid_set:
+                self.dataset_list.append(FantasticReality(crop_size, grid_crop, "dataset/data/FR_valid_list.txt", max_dim=max_dim, aug=aug))
+                self.dataset_list.append(FantasticReality(crop_size, grid_crop, "dataset/data/FR_auth_valid_list.txt", is_auth_list=True, max_dim=max_dim, aug=aug))
+                
+            if 'IMD' in valid_set:
+                self.dataset_list.append(IMD2020(crop_size, grid_crop, "dataset/data/IMD_valid_list.txt", max_dim=max_dim, aug=aug))
+            
+            if 'CA' in valid_set:
+                self.dataset_list.append(CASIA(crop_size, grid_crop, "dataset/data/CASIA_v2_valid_list.txt", max_dim=max_dim, aug=aug))
+                self.dataset_list.append(CASIA(crop_size, grid_crop, "dataset/data/CASIA_v2_auth_valid_list.txt", max_dim=max_dim, aug=aug))
+            
+            if 'COCO' in valid_set:
+                self.dataset_list.append(tampCOCO(crop_size, grid_crop, "dataset/data/cm_COCO_valid_list.txt",   max_dim=max_dim, aug=aug))
+                self.dataset_list.append(tampCOCO(crop_size, grid_crop, "dataset/data/sp_COCO_valid_list.txt",   max_dim=max_dim, aug=aug))
+                self.dataset_list.append(tampCOCO(crop_size, grid_crop, "dataset/data/bcm_COCO_valid_list.txt",  max_dim=max_dim, aug=aug))
+                self.dataset_list.append(tampCOCO(crop_size, grid_crop, "dataset/data/bcmc_COCO_valid_list.txt", max_dim=max_dim, aug=aug))
+            
+            if 'RAISE' in valid_set:
+                self.dataset_list.append(compRAISE(crop_size, grid_crop, "dataset/data/compRAISE_valid.txt", max_dim=max_dim, aug=aug))
+
+        else:
+            raise KeyError("Invalid mode: " + mode)
+
+        self.crop_size = crop_size
+        self.grid_crop = grid_crop
+        self.mode = mode
+        lengths = [len(ds) for ds in self.dataset_list]
+        self.smallest = min(lengths)
+        if config.TRAIN.NUM_SAMPLES > 0 and config.TRAIN.NUM_SAMPLES < self.smallest:
+            self.smallest = config.TRAIN.NUM_SAMPLES
+
+
+    def shuffle(self):
+        for dataset in self.dataset_list:
+            random.shuffle(dataset.img_list)
+
+
+    def get_filename(self, index):
+        it = 0
+        while True:
+            if index >= len(self.dataset_list[it]):
+                index -= len(self.dataset_list[it])
+                it += 1
+                continue
+            return self.dataset_list[it].get_img_name(index)
+
+
+    def __len__(self):
+        if self.mode == 'train':
+            # class-balanced sampling
+            return self.smallest * len(self.dataset_list)
+        else:
+            return sum([len(lst) for lst in self.dataset_list])
+
+
+    def __getitem__(self, index):
+        if self.mode == 'train':
+            # class-balanced sampling
+            if index < self.smallest * len(self.dataset_list):
+                return self.dataset_list[index//self.smallest].get_img(index % self.smallest)
+            else:
+                raise ValueError("Something wrong.")
+        else:
+            it = 0
+            while True:
+                if index >= len(self.dataset_list[it]):
+                    index -= len(self.dataset_list[it])
+                    it += 1
+                    continue
+                return self.dataset_list[it].get_img(index)
+
+
+    def get_info(self):
+        s = ''
+        for ds in self.dataset_list:
+            s += f'{ds.__class__.__name__}: \t{len(ds)} images \n'
+        s += f'Smallest: {self.smallest}'
+        return s
+
+
+
+
diff --git a/TruFor_train_test/dataset/dataset_CASIA.py b/TruFor_train_test/dataset/dataset_CASIA.py
new file mode 100644
index 0000000000000000000000000000000000000000..cfb8ade465ea75c7740a4770cf41e2532087470f
--- /dev/null
+++ b/TruFor_train_test/dataset/dataset_CASIA.py
@@ -0,0 +1,52 @@
+"""
+Created by Myung-Joon Kwon
+mjkwon2021@gmail.com
+July 14, 2020
+
+modified by Fabrizio Guillaro
+fabrizio.guillaro@unina.it
+September 2022
+"""
+
+from project_config import project_root, dataset_paths
+from dataset.AbstractDataset import AbstractDataset
+
+import os
+import numpy as np
+from PIL import Image
+
+
+class CASIA(AbstractDataset):
+    """
+    directory structure:
+    CASIA2.0_revised
+    ├── Au
+    ├── Tp
+    └── groundtruth
+    """
+
+    def __init__(self, crop_size, grid_crop, img_list: str, max_dim=None, aug=None):
+        super().__init__(crop_size, grid_crop, max_dim, aug=aug)
+        self._root_path    = dataset_paths['CA']
+        
+        with open(project_root / img_list, "r") as f:
+            self.img_list = [t.strip().split(',') for t in f.readlines()]
+        
+        
+
+    def get_img(self, index):
+        assert 0 <= index < len(self.img_list), f"Index {index} is not available!"
+        
+        root = self._root_path
+
+        mask_path = os.path.join(root, self.img_list[index][1])
+        rgb_path  = os.path.join(root, self.img_list[index][0])
+            
+        if self.img_list[index][1] == 'None':
+            mask = None
+        else:
+            mask = np.array(Image.open(mask_path).convert("L"))
+            mask[mask > 0] = 1
+
+        assert os.path.isfile(rgb_path)
+        return self._create_tensor(mask=mask, rgb_path=rgb_path)
\ No newline at end of file
diff --git a/TruFor_train_test/dataset/dataset_CompRAISE.py b/TruFor_train_test/dataset/dataset_CompRAISE.py
new file mode 100644
index 0000000000000000000000000000000000000000..cdc7d1358c0d2b6bb2cfdaa2715555acc55d5244
--- /dev/null
+++ b/TruFor_train_test/dataset/dataset_CompRAISE.py
@@ -0,0 +1,36 @@
+"""
+Created by Myung-Joon Kwon
+mjkwon2021@gmail.com
+27 Jan 2021
+
+modified by Fabrizio Guillaro
+fabrizio.guillaro@unina.it
+September 2022
+"""
+
+from project_config import project_root, dataset_paths
+from dataset.AbstractDataset import AbstractDataset
+import os
+
+class compRAISE(AbstractDataset):
+    """
+    directory structure
+    compRAISE
+    ├── r000da54ft_Q67.jpg
+    ├── r000da54ft_Q67_aligned_Q87.jpg
+    └── r000da54ft_Q67_resize_1.15_Q90.jpg ...
+    """
+    def __init__(self, crop_size, grid_crop, img_list: str, max_dim=None, aug=None):
+        super().__init__(crop_size, grid_crop, max_dim, aug=aug)
+        self._root_path = dataset_paths['compRAISE']
+        with open(project_root / img_list, "r") as f:
+            lines = f.readlines()            
+        self.img_list = [t.strip() for t in lines]
+        
+
+    def get_img(self, index):
+        assert 0 <= index < len(self.img_list), f"Index {index} is not available!"
+        rgb_path = os.path.join(self._root_path, self.img_list[index])
+        assert os.path.isfile(rgb_path)
+        return self._create_tensor(mask=None, rgb_path=rgb_path)
+    
diff --git a/TruFor_train_test/dataset/dataset_FantasticReality.py b/TruFor_train_test/dataset/dataset_FantasticReality.py
new file mode 100644
index 0000000000000000000000000000000000000000..c613c72d9ffed5f7e1b6d7c0448b837e5b075fe3
--- /dev/null
+++ b/TruFor_train_test/dataset/dataset_FantasticReality.py
@@ -0,0 +1,54 @@
+"""
+Created by Myung-Joon Kwon
+mjkwon2021@gmail.com
+July 7, 2020
+
+modified by Fabrizio Guillaro
+fabrizio.guillaro@unina.it
+September 2022
+"""
+
+from project_config import project_root, dataset_paths
+from dataset.AbstractDataset import AbstractDataset
+
+import os
+import numpy as np
+
+
+class FantasticReality(AbstractDataset):
+    """
+    directory structure:
+    FantasticReality
+    ├── ColorFakeImages
+    ├── ColorRealImages
+    └── SegmentationFake
+    """
+
+    def __init__(self, crop_size, grid_crop, img_list: str=None, is_auth_list: bool=False, max_dim=None, aug=None):
+        super().__init__(crop_size, grid_crop, max_dim, aug=aug)
+        self._root_path    = dataset_paths['FR']
+        with open(project_root / img_list, "r") as f:
+            self.img_list = [t.strip() for t in f.readlines()]
+        self._is_auth_list = is_auth_list
+        
+
+    def get_img(self, index):
+        
+        root = self._root_path
+
+        if not self._is_auth_list:
+            # tampered image
+            assert 0 <= index < len(self.img_list), f"Index {index} is not available!"
+            rgb_path = os.path.join(root, 'ColorFakeImages', self.img_list[index])
+            mask_path = os.path.join(root, "SegmentationFake", self.img_list[index].replace('.jpg', '.npz'))
+            matrix = np.load(mask_path)
+            mask = matrix['arr_0'].squeeze()
+            mask[mask > 0] = 1
+            assert os.path.isfile(rgb_path)
+            return self._create_tensor(mask=mask, rgb_path=rgb_path)
+        else:
+            # authentic image
+            assert 0 <= index < len(self.img_list), f"Index {index} is not available!"
+            rgb_path = os.path.join(root, 'ColorRealImages', self.img_list[index])
+            assert os.path.isfile(rgb_path)
+            return self._create_tensor(mask=None, rgb_path=rgb_path)
\ No newline at end of file
diff --git a/TruFor_train_test/dataset/dataset_IMD2020.py b/TruFor_train_test/dataset/dataset_IMD2020.py
new file mode 100644
index 0000000000000000000000000000000000000000..f607d9952c1315acbcbaecd68ed08eff42063714
--- /dev/null
+++ b/TruFor_train_test/dataset/dataset_IMD2020.py
@@ -0,0 +1,49 @@
+"""
+Created by Myung-Joon Kwon
+mjkwon2021@gmail.com
+July 12, 2020
+
+modified by Fabrizio Guillaro
+fabrizio.guillaro@unina.it
+September 2022
+"""
+
+from project_config import project_root, dataset_paths
+from dataset.AbstractDataset import AbstractDataset
+
+import os
+import numpy as np
+from PIL import Image
+
+
+class IMD2020(AbstractDataset):
+    """
+    directory structure
+    IMD2020_wild
+    ├── 1a07yi
+    ├── 1a16mu
+    └── 1a1ogs ...
+    """
+    def __init__(self, crop_size, grid_crop, img_list: str, max_dim=None, aug=None):
+        super().__init__(crop_size, grid_crop, max_dim, aug=aug)
+        self._root_path = dataset_paths['IMD']
+        with open(project_root / img_list, "r") as f:
+            self.img_list = [t.strip().split(',') for t in f.readlines()]
+        
+
+    def get_img(self, index):
+        assert 0 <= index < len(self.img_list), f"Index {index} is not available!"
+        root = self._root_path
+            
+        rgb_path = os.path.join(root, self.img_list[index][0])
+            
+        if self.img_list[index][1] == 'None':
+            mask = None
+        else:
+            mask_path = os.path.join(root, self.img_list[index][1])
+            mask = np.array(Image.open(mask_path).convert("L"))
+            mask[mask > 0] = 1
+        assert os.path.isfile(rgb_path)
+        return self._create_tensor(mask=mask, rgb_path=rgb_path)
+    
+    #Note: removed z14/00030_fake.jpg (shape mismatch)
\ No newline at end of file
diff --git a/TruFor_train_test/dataset/dataset_TampCOCO.py b/TruFor_train_test/dataset/dataset_TampCOCO.py
new file mode 100644
index 0000000000000000000000000000000000000000..6651782de6ebd4cae41232dfe4bb0fb376fbb3ed
--- /dev/null
+++ b/TruFor_train_test/dataset/dataset_TampCOCO.py
@@ -0,0 +1,42 @@
+"""
+Created by Myung-Joon Kwon
+mjkwon2021@gmail.com
+27 Jan 2021
+
+modified by Fabrizio Guillaro
+fabrizio.guillaro@unina.it
+September 2022
+"""
+from project_config import project_root, dataset_paths
+from dataset.AbstractDataset import AbstractDataset
+
+import os
+import numpy as np
+from PIL import Image
+
+
+class tampCOCO(AbstractDataset):
+    """
+    directory structure
+    tampCOCO
+    ├── cm_images
+    ├── cm_masks
+    └── sp_images ...
+    """
+    def __init__(self, crop_size, grid_crop, img_list: str, max_dim=None, aug=None):
+        super().__init__(crop_size, grid_crop, max_dim, aug=aug)
+        self._root_path = dataset_paths['tampCOCO']
+        with open(project_root / img_list, "r") as f:
+            lines = f.readlines()
+        self.img_list = [t.strip().split(',') for t in lines if os.path.getsize(os.path.join(self._root_path, t.strip().split(',')[0]))]
+
+
+
+    def get_img(self, index):
+        assert 0 <= index < len(self.img_list), f"Index {index} is not available!"
+        rgb_path  = os.path.join(self._root_path, self.img_list[index][0])
+        mask_path = os.path.join(self._root_path, self.img_list[index][1])
+        mask = np.array(Image.open(mask_path).convert('L'))
+        mask[mask > 1] = 1
+        assert os.path.isfile(rgb_path)
+        return self._create_tensor(mask=mask, rgb_path=rgb_path)
diff --git a/TruFor_train_test/dataset/dataset_test.py b/TruFor_train_test/dataset/dataset_test.py
new file mode 100644
index 0000000000000000000000000000000000000000..bdff7fefabc43edbcbdd2ba30f09fb74d152d620
--- /dev/null
+++ b/TruFor_train_test/dataset/dataset_test.py
@@ -0,0 +1,46 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+from torch.utils.data import Dataset
+import random
+import numpy as np
+import torch
+from PIL import Image
+
+
+class TestDataset(Dataset):
+    def __init__(self, list_img=None):
+        self.img_list = list_img
+
+    def shuffle(self):
+        random.shuffle(self.img_list)
+
+    def __len__(self):
+        return len(self.img_list)
+
+    def __getitem__(self, index):
+        assert self.img_list
+        assert 0 <= index < len(self.img_list), f"Index {index} is not available!"
+        rgb_path = self.img_list[index]
+        img_RGB = np.array(Image.open(rgb_path).convert("RGB"))
+        return torch.tensor(img_RGB.transpose(2, 0, 1), dtype=torch.float) / 256.0, rgb_path
+
+    def get_filename(self, index):
+        item = self.img_list[index]
+        if isinstance(item, list):
+            return item[0]
+        else:
+            return item
\ No newline at end of file
diff --git a/TruFor_train_test/lib/__init__.py b/TruFor_train_test/lib/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/TruFor_train_test/lib/__pycache__/__init__.cpython-312.pyc b/TruFor_train_test/lib/__pycache__/__init__.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..0bf50ca53342ba87b22d52a4cf38704da7cdbd72
Binary files /dev/null and b/TruFor_train_test/lib/__pycache__/__init__.cpython-312.pyc differ
diff --git a/TruFor_train_test/lib/__pycache__/utils.cpython-312.pyc b/TruFor_train_test/lib/__pycache__/utils.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..080ab8007b4c42e26da7e2558b4f9b78334aa41b
Binary files /dev/null and b/TruFor_train_test/lib/__pycache__/utils.cpython-312.pyc differ
diff --git a/TruFor_train_test/lib/config/__init__.py b/TruFor_train_test/lib/config/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..67b7368dc5271a0288f75ccf853b1839906bf4ce
--- /dev/null
+++ b/TruFor_train_test/lib/config/__init__.py
@@ -0,0 +1,2 @@
+from .default import _C as config
+from .default import update_config
diff --git a/TruFor_train_test/lib/config/__pycache__/__init__.cpython-312.pyc b/TruFor_train_test/lib/config/__pycache__/__init__.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..70e92a05859932c93cc994bb0330f790cb206152
Binary files /dev/null and b/TruFor_train_test/lib/config/__pycache__/__init__.cpython-312.pyc differ
diff --git a/TruFor_train_test/lib/config/__pycache__/default.cpython-312.pyc b/TruFor_train_test/lib/config/__pycache__/default.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1f8de68d40ce6e3101ab6dff80ab312bb8503596
Binary files /dev/null and b/TruFor_train_test/lib/config/__pycache__/default.cpython-312.pyc differ
diff --git a/TruFor_train_test/lib/config/aug_res_comp.yaml b/TruFor_train_test/lib/config/aug_res_comp.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3df78076c802fad2c4b8ef1afef43cd6f621f759
--- /dev/null
+++ b/TruFor_train_test/lib/config/aug_res_comp.yaml
@@ -0,0 +1,15 @@
+__version__: 1.2.1
+transform:
+  __class_fullname__: Compose
+  transforms:
+  - __class_fullname__: RandomScale
+    p: 0.5
+    interpolation: 1
+    scale_limit:
+    - -0.5
+    - 0.5
+
+  - __class_fullname__: JpegCompression
+    p: 0.5
+    quality_lower: 30
+    quality_upper: 100
\ No newline at end of file
diff --git a/TruFor_train_test/lib/config/default.py b/TruFor_train_test/lib/config/default.py
new file mode 100644
index 0000000000000000000000000000000000000000..56b9adcd3001ba40cedbd260b0697b2d7da57ec9
--- /dev/null
+++ b/TruFor_train_test/lib/config/default.py
@@ -0,0 +1,123 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+import os
+from yacs.config import CfgNode as CN
+
+
+_C = CN()
+
+_C.OUTPUT_DIR = 'weights'
+_C.LOG_DIR = 'log'
+_C.GPUS = (0,)
+_C.WORKERS = 4
+
+# Cudnn parameters
+_C.CUDNN = CN()
+_C.CUDNN.BENCHMARK = True
+_C.CUDNN.DETERMINISTIC = False
+_C.CUDNN.ENABLED = True
+
+# Model parameters
+_C.MODEL = CN()
+_C.MODEL.NAME = 'detconfcmx'
+_C.MODEL.PRETRAINED = 'pretrained_models/segformers/mit_b2.pth'
+_C.MODEL.MODS = ('RGB','NP++')
+_C.MODEL.EXTRA = CN(new_allowed=True)
+_C.MODEL.EXTRA.BACKBONE = 'mit_b2'
+_C.MODEL.EXTRA.DETECTION = None
+_C.MODEL.EXTRA.MODULES = ['NP++','backbone','loc_head','conf_head','det_head']  # modules
+# ['NP++',     -> Noiseprint++ extraction module
+#  'backbone', -> encoder backbone
+#  'loc_head', -> localization head
+#  'conf_head',-> confidence head
+#  'det_head'] -> detection head
+_C.MODEL.EXTRA.FIX_MODULES = ['NP++']  # freezed modules
+
+_C.LOSS = CN()
+_C.LOSS.USE_OHEM = False
+_C.LOSS.LOSSES = [['LOC', 1.0, 'cross_entropy']] # tuples (Loss, weight, criterion)
+    # 'LOC' -> Localization Loss
+    # 'CONF'-> Confidence Loss
+    # 'DET' -> Detection Loss
+# es:
+    # -['LOC', 1.0, 'cross_entropy']
+    # -['CONF', 1.0, 'mse']
+    # -['DET',0.5,'cross_entropy']
+_C.LOSS.SMOOTH = 0
+
+# Dataset parameters
+_C.DATASET = CN()
+_C.DATASET.ROOT = ''
+_C.DATASET.TRAIN = []
+_C.DATASET.VALID = []
+_C.DATASET.NUM_CLASSES = 2
+_C.DATASET.CLASS_WEIGHTS = [0.5, 2.5]
+
+# Training parameters
+_C.TRAIN = CN()
+
+_C.TRAIN.IMAGE_SIZE = [512, 512]  # width * height
+
+_C.TRAIN.LR = 0.01
+_C.TRAIN.OPTIMIZER = 'sgd'
+_C.TRAIN.MOMENTUM = 0.9
+_C.TRAIN.WD = 0.0001
+_C.TRAIN.NESTEROV = False
+_C.TRAIN.IGNORE_LABEL = -1
+
+_C.TRAIN.BEGIN_EPOCH = 0
+_C.TRAIN.END_EPOCH = 100  # also used to compute LR adjustment!
+_C.TRAIN.STOP_EPOCH = -1  # to stop before end_epoch
+_C.TRAIN.EXTRA_EPOCH = 0
+
+_C.TRAIN.RESUME = True
+_C.TRAIN.PRETRAINING = ''  # to start from a fully pretrained network
+_C.TRAIN.AUG = None
+_C.TRAIN.BATCH_SIZE_PER_GPU = 18
+_C.TRAIN.SHUFFLE = True
+_C.TRAIN.NUM_SAMPLES = 0  # number of images for each dataset (upper limit is the size of the smaller dataset)
+
+# Validation parameters
+_C.VALID = CN()
+_C.VALID.IMAGE_SIZE = None  # width * height
+_C.VALID.AUG = None
+_C.VALID.FIRST_VALID = True # To run a validation before training
+_C.VALID.MAX_SIZE = None
+_C.VALID.BEST_KEY = 'avg_mIoU'
+
+# Testing parameters
+_C.TEST = CN()
+_C.TEST.MODEL_FILE = ''
+
+
+
+def update_config(cfg, args):
+    cfg.defrost()
+
+    cfg.merge_from_file(f'/home/daniil.orel/detect_fake_images/TruFor_train_test/lib/config/trufor_ph3.yaml')
+    if cfg.TEST.MODEL_FILE == '':
+        cfg.merge_from_list(['TEST.MODEL_FILE', f'weights/trufor_ph3/best.pth.tar'])
+    try:
+        cfg.merge_from_list(['GPUS', tuple(args.gpu)])
+    except:
+        pass
+
+    # if args.opts:
+    #     cfg.merge_from_list(args.opts)
+
+    cfg.freeze()
+
diff --git a/TruFor_train_test/lib/config/trufor_ph2.yaml b/TruFor_train_test/lib/config/trufor_ph2.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..78d085409727c053adabba658fdac540a11bf7f1
--- /dev/null
+++ b/TruFor_train_test/lib/config/trufor_ph2.yaml
@@ -0,0 +1,48 @@
+CUDNN:
+  BENCHMARK: false
+  DETERMINISTIC: false
+  ENABLED: false
+WORKERS: 16
+
+DATASET:
+  TRAIN: [IMD, FR, CA, COCO, RAISE]
+  VALID: [IMD, FR, CA, COCO, RAISE]
+  NUM_CLASSES: 2
+  CLASS_WEIGHTS: [0.5, 2.5]
+MODEL:
+  NAME: detconfcmx
+  PRETRAINED: 'pretrained_models/segformers/mit_b2.pth'
+  MODS: ('RGB','NP++')
+  EXTRA:
+      BACKBONE: mit_b2
+      DECODER: MLPDecoder
+      DECODER_EMBED_DIM: 512
+      PREPRC: 'imagenet'
+      BN_EPS: 0.001
+      BN_MOMENTUM: 0.1
+      NP_WEIGHTS: 'pretrained_models/noiseprint++/noiseprint++.th'
+      MODULES: ['NP++','backbone','loc_head']
+      FIX_MODULES: ['NP++']
+LOSS:
+  LOSSES:
+    - [ 'LOC', 1.0, 'dice_entropy' ]
+  SMOOTH: 0
+TRAIN:
+  PRETRAINING:
+  IMAGE_SIZE: [512,512]
+  BATCH_SIZE_PER_GPU: 18
+  SHUFFLE: true
+  BEGIN_EPOCH: 0
+  END_EPOCH: 100
+  OPTIMIZER: sgd
+  LR: 0.005
+  WD: 0.0005
+  MOMENTUM: 0.9
+  NESTEROV: false
+  IGNORE_LABEL: -1
+  AUG: 'lib/config/aug_res_comp.yaml'
+VALID:
+  FIRST_VALID: false
+  MAX_SIZE: 2048
+  BEST_KEY: 'avg_p-F1_smooth'
+  AUG: 'lib/config/aug_res_comp.yaml'
diff --git a/TruFor_train_test/lib/config/trufor_ph3.yaml b/TruFor_train_test/lib/config/trufor_ph3.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a534e091f80c2b02609dd0df7c3a8d9eb91cd121
--- /dev/null
+++ b/TruFor_train_test/lib/config/trufor_ph3.yaml
@@ -0,0 +1,50 @@
+CUDNN:
+  BENCHMARK: false
+  DETERMINISTIC: false
+  ENABLED: false
+WORKERS: 16
+
+DATASET:
+  TRAIN: [IMD, FR, CA, COCO, RAISE]
+  VALID: [IMD, FR, CA, COCO, RAISE]
+  NUM_CLASSES: 2
+  CLASS_WEIGHTS: [0.5, 2.5]
+MODEL:
+  NAME: detconfcmx
+  PRETRAINED:
+  MODS: ('RGB','NP++')
+  EXTRA:
+      BACKBONE: mit_b2
+      DECODER: MLPDecoder
+      DECODER_EMBED_DIM: 512
+      PREPRC: 'imagenet'
+      BN_EPS: 0.001
+      BN_MOMENTUM: 0.1
+      NP_WEIGHTS:
+      MODULES: ['NP++','backbone','loc_head','conf_head','det_head']
+      FIX_MODULES: ['NP++','backbone','loc_head']
+      DETECTION: 'confpool'
+LOSS:
+  LOSSES:
+    - ['CONF', 1.0, 'mse']
+    - ['DET',0.5,'cross_entropy']
+  SMOOTH: 0
+TRAIN:
+  PRETRAINING: 'weights/trufor_ph2/best.pth.tar'
+  IMAGE_SIZE: [512,512]
+  BATCH_SIZE_PER_GPU: 18
+  SHUFFLE: true
+  BEGIN_EPOCH: 0
+  END_EPOCH: 100
+  OPTIMIZER: sgd
+  LR: 0.005
+  WD: 0.0005
+  MOMENTUM: 0.9
+  NESTEROV: false
+  IGNORE_LABEL: -1
+  AUG: 'lib/config/aug_res_comp.yaml'
+VALID:
+  FIRST_VALID: true
+  MAX_SIZE: 2048
+  BEST_KEY: 'avg_det_bacc'
+  AUG: 'lib/config/aug_res_comp.yaml'
diff --git a/TruFor_train_test/lib/core/__init__.py b/TruFor_train_test/lib/core/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/TruFor_train_test/lib/core/criterion.py b/TruFor_train_test/lib/core/criterion.py
new file mode 100644
index 0000000000000000000000000000000000000000..3eedc8a73202e0da504acc9a03e4f123d031675c
--- /dev/null
+++ b/TruFor_train_test/lib/core/criterion.py
@@ -0,0 +1,207 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+import torch
+import torch.nn as nn
+from torch.nn import functional as F
+
+
+
+class CrossEntropy(nn.Module):
+    def __init__(self, ignore_label=-1, weight=None):
+        super(CrossEntropy, self).__init__()
+        self.ignore_label = ignore_label
+        self.criterion = nn.CrossEntropyLoss(weight=weight, 
+                                             ignore_index=ignore_label)
+
+    def forward(self, score, target):        
+        ph, pw = score.size(2), score.size(3)
+        h, w = target.size(1), target.size(2)
+        if ph != h or pw != w:
+            score = F.upsample(
+                    input=score, size=(h, w), mode='bilinear')
+
+        loss = self.criterion(score, target)
+        return loss
+
+    
+    
+class DiceLoss(nn.Module):
+    def __init__(self, ignore_label=-1, smooth=1, exponent=2): #because padding adds -1 to the targets
+        super(DiceLoss, self).__init__()  
+        self.ignore_index = ignore_label
+        self.smooth = smooth
+        self.exponent = exponent
+        
+    def dice_loss(self, pred, target, valid_mask):
+        assert pred.shape[0] == target.shape[0]
+        total_loss = 0
+        num_classes = pred.shape[1]
+        for i in range(num_classes):
+            if i != self.ignore_index:
+                dice_loss = self.binary_dice_loss(
+                    pred[:, i],
+                    target[..., i],
+                    valid_mask=valid_mask,)
+                total_loss += dice_loss
+        return total_loss / num_classes
+
+    def binary_dice_loss(self, pred, target, valid_mask):
+        assert pred.shape[0] == target.shape[0]
+        pred = pred.reshape(pred.shape[0], -1)
+        target = target.reshape(target.shape[0], -1)
+        valid_mask = valid_mask.reshape(valid_mask.shape[0], -1)
+
+        num = torch.sum(torch.mul(pred, target) * valid_mask, dim=1) * 2 + self.smooth
+        den = torch.sum(pred.pow(self.exponent)*valid_mask + target.pow(self.exponent)*valid_mask, dim=1) + max(self.smooth, 1e-5)
+        
+        dice = num / den
+        dice = torch.mean(dice)
+        return 1 - dice
+        
+    def forward(self, score, target):
+        ph, pw = score.size(2), score.size(3)
+        h, w = target.size(1), target.size(2)
+        if ph != h or pw != w:
+            score = F.upsample(
+                    input=score, size=(h, w), mode='bilinear')
+        
+        score = F.softmax(score,dim=1)
+        num_classes = score.shape[1]
+        
+        one_hot_target = F.one_hot(
+            torch.clamp(target.long(), 0, num_classes - 1),
+            num_classes=num_classes)
+        valid_mask = (target != self.ignore_index).long()
+        
+        loss = self.dice_loss(score, one_hot_target, valid_mask)
+        return loss
+    
+    
+
+class BinaryDiceLoss(nn.Module):
+    def __init__(self, smooth=1, exponent=2, ignore_label=-1): #because padding adds -1 to the targets
+        super(BinaryDiceLoss, self).__init__()  
+        self.ignore_index = ignore_label
+        self.smooth = smooth
+        self.exponent = exponent
+
+    def binary_dice_loss(self, pred, target, valid_mask):
+        assert pred.shape[0] == target.shape[0]
+        pred = pred.reshape(pred.shape[0], -1)
+        target = target.reshape(target.shape[0], -1)
+        valid_mask = valid_mask.reshape(valid_mask.shape[0], -1)
+
+        num = torch.sum(torch.mul(pred, target) * valid_mask, dim=1) * 2 + self.smooth
+        den = torch.sum(pred.pow(self.exponent)*valid_mask + target.pow(self.exponent)*valid_mask, dim=1) + max(self.smooth, 1e-5)
+        
+        dice = num / den
+        dice = torch.mean(dice)
+        return 1 - dice
+        
+    def forward(self, score, target):
+        ph, pw = score.size(2), score.size(3)
+        h, w = target.size(1), target.size(2)
+        if ph != h or pw != w:
+            score = F.upsample(
+                    input=score, size=(h, w), mode='bilinear')
+        
+        score = F.softmax(score,dim=1)
+        num_classes = score.shape[1]
+        
+        one_hot_target = F.one_hot(
+            torch.clamp(target.long(), 0, num_classes - 1),
+            num_classes=num_classes)
+        valid_mask = (target != self.ignore_index).long()
+        
+        loss = self.binary_dice_loss(
+                    score[:, 1],
+                    one_hot_target[..., 1],
+                    valid_mask)
+        return loss
+    
+
+class DiceEntropyLoss(nn.Module):
+    def __init__(self, smooth=1, exponent=2, ignore_label=-1, weight=None): #because padding adds -1 to the targets
+        super(DiceEntropyLoss, self).__init__()  
+        self.ignore_label = ignore_label
+        self.smooth = smooth
+        self.exponent = exponent
+        self.cross_entropy = nn.CrossEntropyLoss(weight=weight, 
+                                             ignore_index=ignore_label)
+    
+    def binary_dice_loss(self, pred, target, valid_mask):
+        assert pred.shape[0] == target.shape[0]
+        pred = pred.reshape(pred.shape[0], -1)
+        target = target.reshape(target.shape[0], -1)
+        valid_mask = valid_mask.reshape(valid_mask.shape[0], -1)
+
+        num = torch.sum(torch.mul(pred, target) * valid_mask, dim=1) * 2 + self.smooth
+        den = torch.sum(pred.pow(self.exponent)*valid_mask + target.pow(self.exponent)*valid_mask, dim=1) + max(self.smooth, 1e-5)
+        
+        dice = num / den
+        dice = torch.mean(dice)
+        return 1 - dice
+        
+    def forward(self, score, target):
+        ph, pw = score.size(2), score.size(3)
+        h, w = target.size(1), target.size(2)
+        if ph != h or pw != w:
+            score = F.upsample(
+                    input=score, size=(h, w), mode='bilinear')
+        
+        CE_loss   = self.cross_entropy(score, target)
+        
+        
+        score = F.softmax(score,dim=1)
+        num_classes = score.shape[1]
+        
+        one_hot_target = F.one_hot(
+            torch.clamp(target.long(), 0, num_classes - 1),
+            num_classes=num_classes)
+        valid_mask = (target != self.ignore_label).long()
+        
+        dice_loss = self.binary_dice_loss(
+                    score[:, 1],
+                    one_hot_target[..., 1],
+                    valid_mask)
+
+        return 0.3*CE_loss + 0.7*dice_loss
+
+
+
+    
+class FocalLoss(nn.Module):
+
+    def __init__(self, alpha=0.25, gamma=2., ignore_label=-1):  #alpha 0.25, gamma=2.
+        super(FocalLoss, self).__init__()
+        self.alpha=alpha
+        self.gamma= gamma
+        self.criterion = nn.CrossEntropyLoss(ignore_index=ignore_label, reduction="none")
+       
+    def forward(self, score, target):  
+        ph, pw = score.size(2), score.size(3)
+        h, w = target.size(1), target.size(2)
+        if ph != h or pw != w:
+            score = F.upsample(
+                    input=score, size=(h, w), mode='bilinear')
+            
+        ce_loss = self.criterion(score, target)
+        pt = torch.exp(-ce_loss)
+        f_loss = self.alpha * (1-pt)**self.gamma * ce_loss
+        return f_loss.mean()
+        
+        
diff --git a/TruFor_train_test/lib/core/criterion_conf.py b/TruFor_train_test/lib/core/criterion_conf.py
new file mode 100644
index 0000000000000000000000000000000000000000..2898d94017f3b7e73ba68db8de470eba4c1a0038
--- /dev/null
+++ b/TruFor_train_test/lib/core/criterion_conf.py
@@ -0,0 +1,70 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+import torch
+import torch.nn as nn
+from torch.nn import functional as F
+
+
+
+class MSE(nn.Module):
+    def __init__(self, ignore_label=-1, criterion='mse'):
+        super(MSE, self).__init__()
+        self.ignore_label = ignore_label
+        if criterion=='mse':
+            self.criterion = nn.MSELoss()
+        else:
+            assert False
+    
+    def calcolaGTs(self, gt, erodeKernSize=15, dilateKernSize=11):
+        from torch.nn.functional import max_pool2d
+        gt1 = 1 - max_pool2d(1-gt[:,None,:,:], erodeKernSize, stride=1, padding=(erodeKernSize-1)//2)[:,0]
+        gt0 = 1 - max_pool2d(gt[:,None,:,:], dilateKernSize, stride=1, padding=(dilateKernSize-1)//2)[:,0]
+        return gt0, gt1
+
+
+    def forward(self, pred, target, conf):
+        # conf: confidence prediction (1 channel)
+        # pred: 2 channels cmx prediction
+        ch, cw = conf.size(2), conf.size(3)
+        ph, pw = pred.size(2), pred.size(3)
+        h, w = target.size(1), target.size(2)
+        
+        if ph != h or pw != w:
+            pred = F.upsample(input=pred, size=(h, w), mode='bilinear')
+        if ch != h or cw != w:
+            conf = F.upsample(input=conf, size=(h, w), mode='bilinear')
+        
+        conf = torch.sigmoid(conf)
+        pred = F.softmax(pred, dim=1)
+        
+        target0, target1 = self.calcolaGTs((target==1).float())
+        conf = conf.squeeze(dim=1)
+        tcp  = pred[:,1]*target1 + pred[:,0]*target0
+        
+        assert conf.shape == tcp.shape
+        
+        valid = torch.logical_and(target!=self.ignore_label, torch.logical_or(target1>0, target0>0))
+                
+        conf = conf[valid]
+        tcp  = tcp[valid]
+        loss = self.criterion(conf, tcp)
+        return loss
+    
+
+
+
+
diff --git a/TruFor_train_test/lib/core/criterion_det.py b/TruFor_train_test/lib/core/criterion_det.py
new file mode 100644
index 0000000000000000000000000000000000000000..d385b9790b60d1fa3fcce4a4d028f788f7e288af
--- /dev/null
+++ b/TruFor_train_test/lib/core/criterion_det.py
@@ -0,0 +1,31 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+import torch
+import torch.nn as nn
+from torch.nn import functional as F
+
+
+
+class CrossEntropy(nn.Module):
+    def __init__(self):
+        super(CrossEntropy, self).__init__()
+
+    def forward(self, score, target):
+        target_det = (torch.count_nonzero(target * (target >= 0), (-1, -2)) > 3).float().clamp(0, 1)
+        weights_det = target_det * 0.5 / 0.7 + (1 - target_det) * 0.5 / 0.3
+        loss_det = F.binary_cross_entropy_with_logits(score[:, 0], target_det, reduction='mean', weight=weights_det)
+        return loss_det
diff --git a/TruFor_train_test/lib/core/function.py b/TruFor_train_test/lib/core/function.py
new file mode 100644
index 0000000000000000000000000000000000000000..12b360d1add2683c7f73c4d031e21f0137702247
--- /dev/null
+++ b/TruFor_train_test/lib/core/function.py
@@ -0,0 +1,273 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+import logging
+import os
+import time
+
+import numpy as np
+from tqdm import tqdm
+
+import torch
+from torch.nn import functional as F
+
+from lib.utils import AverageMeter
+from lib.utils import get_confusion_matrix, get_confusion_matrix_1ch
+from lib.utils import adjust_learning_rate as default_adjust_learning_rate
+
+def train(epoch, num_epoch, epoch_iters, base_lr, num_iters,
+          trainloader, optimizer, model, writer_dict,
+          adjust_learning_rate=default_adjust_learning_rate):
+    
+    # Training
+    model.train()
+    batch_time = AverageMeter()
+    avg_loss = AverageMeter()
+    tic = time.time()
+    cur_iters = epoch*epoch_iters
+    writer = writer_dict['writer']
+    global_steps = writer_dict['train_global_steps']
+    
+    for i_iter, (rgbs, labels) in enumerate(tqdm(trainloader)):
+        rgbs = rgbs.cuda()
+        labels = labels.long().cuda()
+
+        losses, *_ = model(labels=labels, rgbs=rgbs)
+        loss = losses.mean()
+
+        model.zero_grad()
+        loss.backward()
+        optimizer.step()
+
+        # measure elapsed time
+        batch_time.update(time.time() - tic)
+        tic = time.time()
+
+        # update average loss
+        avg_loss.update(loss.item())
+
+        lr = adjust_learning_rate(optimizer, base_lr, num_iters, i_iter+cur_iters)
+      
+    print_loss = avg_loss.average()
+    msg = 'Epoch: [{}/{}], Time: {:.2f}, ' \
+          'lr: {:.6f}, Loss: {:.6f}' .format(
+              epoch, num_epoch, batch_time.average(), lr, print_loss)
+    logging.info(msg)
+
+    writer.add_scalar('train_loss', print_loss, global_steps)
+    writer.add_scalar('learning_rate', lr, global_steps)
+    global_steps += 1
+    writer_dict['train_global_steps'] = global_steps
+
+
+
+def validate(config, testloader, model, writer_dict, valid_set="valid"):
+
+    model.eval()
+    avg_loss = AverageMeter()
+    confusion_matrix      = np.zeros((config.DATASET.NUM_CLASSES, config.DATASET.NUM_CLASSES))
+    confusion_matrix_CONF = np.zeros((config.DATASET.NUM_CLASSES, config.DATASET.NUM_CLASSES))
+    
+
+    # PRED metrics
+    avg_mse      = AverageMeter()
+
+    avg_mIoU     = AverageMeter()
+    avg_p_mIoU   = AverageMeter()
+    avg_mIoU_s   = AverageMeter() # smoothed
+    avg_p_mIoU_s = AverageMeter() # smoothed
+    avg_IoU_1_s  = AverageMeter() # smoothed
+
+    avg_p_F1     = AverageMeter()
+    avg_p_F1_s   = AverageMeter()
+
+    # CONF metrics
+    c_avg_mse    = AverageMeter()
+    c_avg_mIoU   = AverageMeter()
+    c_avg_mIoU_s = AverageMeter() # smoothed
+
+    # DET metrics
+    avg_det_tpr = AverageMeter()
+    avg_det_tnr = AverageMeter()
+
+    
+    with torch.no_grad():
+        for it, (rgb, label) in enumerate(tqdm(testloader)):
+            size = label.size()
+
+            rgb = rgb.cuda()
+            label = label.long().cuda()
+
+            losses, pred, conf, det = model(labels=label, rgbs=rgb)
+            
+            if pred is not None:
+                pred = F.upsample(input=pred, size=(size[-2], size[-1]), mode='bilinear')
+                pred_prob = F.softmax(pred, dim=1)
+                
+            if conf is not None:
+                conf = F.upsample(input=conf, size=(size[-2], size[-1]), mode='bilinear')
+                tcp  = pred_prob[:,1]*(label==1) + pred_prob[:,0]*(label==0)
+            
+            loss = losses.mean()
+            avg_loss.update(loss.item())
+
+            smooth = 1.
+
+            # PRED METRICS
+            current_confusion_matrix = get_confusion_matrix(
+                label,
+                pred,
+                size,
+                config.DATASET.NUM_CLASSES,
+                config.TRAIN.IGNORE_LABEL)
+
+            val_mse = torch.mean((pred_prob[:,1]-label)**2).item()
+            avg_mse.update(val_mse)
+            confusion_matrix += current_confusion_matrix
+
+            TN = current_confusion_matrix[0, 0]
+            FN = current_confusion_matrix[1, 0]
+            FP = current_confusion_matrix[0, 1]
+            TP = current_confusion_matrix[1, 1]
+            pos = current_confusion_matrix.sum(1)    # ground truth label count
+            res = current_confusion_matrix.sum(0)    # prediction count
+            tp  = np.diag(current_confusion_matrix)  # Intersection part
+            
+            # mIoU
+            IoU_array = (tp / np.maximum(1.0, pos + res - tp))  # Union part
+            mean_IoU = IoU_array.mean()                         # mean of the classes IoU            
+            avg_mIoU.update(mean_IoU)
+            
+            # mIoU_s
+            IoU_array_smooth = ((tp + smooth)/ (pos + res - tp + smooth))  # Union part
+            mean_IoU_smooth = IoU_array_smooth.mean()                      # mean of the classes IoU      
+            avg_mIoU_s.update(mean_IoU_smooth)
+            avg_IoU_1_s.update(IoU_array_smooth[1])                        # IoU of class 1
+            
+            # p_mIoU
+            p_mIoU = 0.5 * (FN / np.maximum(1.0, FN + TP + TN)) + 0.5 * (FP / np.maximum(1.0, FP + TP + TN))
+            avg_p_mIoU.update(np.maximum(mean_IoU, p_mIoU))
+            
+            # p_mIoU_smooth
+            p_mIoU_smooth = 0.5 * ((FN + smooth)/ (FN + TP + TN + smooth)) + 0.5 * ((FP + smooth)/ (FP + TP + TN + smooth))
+            avg_p_mIoU_s.update(np.maximum(mean_IoU_smooth, p_mIoU_smooth))
+
+            # p_F1
+            F1   = 2 * TP / np.maximum(2 * TP + FN + FP, 1.0)
+            p_F1 = 2 * FN / np.maximum(2 * TP + FN + TN, 1.0)
+            avg_p_F1.update(np.maximum(F1, p_F1))
+
+            # p_F1_smooth
+            F1_s   = (2 * TP + smooth) / (2 * TP + FN + FP + smooth)
+            p_F1_s = (2 * FN + smooth) / (2 * TP + FN + TN + smooth)
+            avg_p_F1_s.update(np.maximum(F1_s, p_F1_s))
+
+
+            # CONF metrics
+            check_conf = 'conf_head' in config.MODEL.EXTRA.MODULES
+            if check_conf:
+                current_confusion_matrix_CONF = get_confusion_matrix_1ch(
+                    tcp > 0.5,
+                    conf,
+                    size,
+                    config.DATASET.NUM_CLASSES,
+                    config.TRAIN.IGNORE_LABEL)
+                val_mse = torch.mean((torch.sigmoid(conf[:, 0]) - tcp) ** 2).item()
+                c_avg_mse.update(val_mse)
+                confusion_matrix_CONF += current_confusion_matrix_CONF
+
+                c_pos = current_confusion_matrix_CONF.sum(1)  # ground truth label count
+                c_res = current_confusion_matrix_CONF.sum(0)  # prediction count
+                c_tp = np.diag(current_confusion_matrix_CONF)  # Intersection part
+
+                # mIoU (conf)
+                c_IoU_array = (c_tp / np.maximum(1.0, c_pos + c_res - c_tp))  # Union part
+                c_mean_IoU = c_IoU_array.mean()  # mean of the classes IoU
+                c_avg_mIoU.update(c_mean_IoU)
+
+                # mIoU_s (conf)
+                c_IoU_array_smooth = ((c_tp + smooth) / (c_pos + c_res - c_tp + smooth))  # Union part
+                c_mean_IoU_smooth = c_IoU_array_smooth.mean()  # mean of the classes IoU
+                c_avg_mIoU_s.update(c_mean_IoU_smooth)
+
+
+            # DET metrics
+            if det is not None:
+                det = det[:,0].cpu().numpy()
+            else:
+                det = np.max(pred[:,1].cpu().numpy(), axis=(1,2))
+            target_det = torch.count_nonzero(label * (label >= 0), (-1, -2)) > 3
+            target_det = target_det.cpu().numpy()
+            if np.any(target_det>0.5):
+                avg_det_tpr.update(np.sum(det[target_det>0.5]>0), np.sum(target_det>0.5))
+            if np.any(target_det<0.5):
+                avg_det_tnr.update(np.sum(det[target_det<0.5]<0), np.sum(target_det<0.5))
+
+
+    confusion_matrix = torch.from_numpy(confusion_matrix).cuda()
+    confusion_matrix = confusion_matrix.cpu().numpy()
+    
+    pos = confusion_matrix.sum(1)
+    res = confusion_matrix.sum(0)
+    tp = np.diag(confusion_matrix)
+    pixel_acc = tp.sum() / pos.sum()
+    IoU_array = (tp / np.maximum(1.0, pos + res - tp))
+    mean_IoU = IoU_array.mean()
+
+    IoU_array_smooth = ((tp + smooth)/ (pos + res - tp + smooth))  # Union part
+    mean_IoU_smooth = IoU_array_smooth.mean()                      # mean of the classes IoU      
+    
+    print_loss = avg_loss.average()
+    try:
+        bacc = (avg_det_tpr.average()+avg_det_tnr.average())/2
+    except:
+        bacc = 0
+    writer = writer_dict['writer']
+    global_steps = writer_dict['valid_global_steps']
+
+    metric_dict = {
+        'loss'              : print_loss,
+        'mIoU'              : mean_IoU,
+        'mIoU_smooth'       : mean_IoU_smooth,
+        'avg_mIoU'          : avg_mIoU.average(),
+        'avg_mIoU_smooth'   : avg_mIoU_s.average(),
+        'avg_det_tpr'       : avg_det_tpr.average(),
+        'avg_det_tnr'       : avg_det_tnr.average(),
+        'avg_det_bacc'      : bacc,
+        'avg_mse'           : avg_mse.average(),
+        'avg_IoU_1_smooth'  : avg_IoU_1_s.average(),
+        'avg_p-mIoU'        : avg_p_mIoU.average(),
+        'avg_p-mIoU_smooth' : avg_p_mIoU_s.average(),
+        'avg_p-F1'          : avg_p_F1.average(),
+        'avg_p-F1_smooth'   : avg_p_F1_s.average(),
+        'pixel_acc'         : pixel_acc,
+    }
+
+    if check_conf:
+        metric_dict['avg_mse_CONF']         = c_avg_mse.average()
+        metric_dict['avg_mIoU_CONF']        = c_avg_mIoU.average()
+        metric_dict['avg_mIoU_smooth_CONF'] = c_avg_mIoU_s.average()
+
+    for metric in metric_dict:
+        writer.add_scalar(valid_set + '_' + metric, metric_dict[metric], global_steps)
+
+    writer_dict['valid_global_steps'] = global_steps + 1
+
+    return metric_dict, IoU_array, confusion_matrix
+
+
+
+
diff --git a/TruFor_train_test/lib/models/DnCNN.py b/TruFor_train_test/lib/models/DnCNN.py
new file mode 100644
index 0000000000000000000000000000000000000000..e3bf436911abbbd29840b0bc3447d28522566482
--- /dev/null
+++ b/TruFor_train_test/lib/models/DnCNN.py
@@ -0,0 +1,145 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2020
+@author: davide.cozzolino
+"""
+
+import math
+import torch.nn as nn
+
+def conv_with_padding(in_planes, out_planes, kernelsize, stride=1, dilation=1, bias=False, padding = None):
+    if padding is None:
+        padding = kernelsize//2
+    return nn.Conv2d(in_planes, out_planes, kernel_size=kernelsize, stride=stride, dilation=dilation, padding=padding, bias=bias)
+
+def conv_init(conv, act='linear'):
+    r"""
+    Reproduces conv initialization from DnCNN
+    """
+    n = conv.kernel_size[0] * conv.kernel_size[1] * conv.out_channels
+    conv.weight.data.normal_(0, math.sqrt(2. / n))
+
+def batchnorm_init(m, kernelsize=3):
+    r"""
+    Reproduces batchnorm initialization from DnCNN
+    """
+    n = kernelsize**2 * m.num_features
+    m.weight.data.normal_(0, math.sqrt(2. / (n)))
+    m.bias.data.zero_()
+
+def make_activation(act):
+    if act is None:
+        return None
+    elif act == 'relu':
+        return nn.ReLU(inplace=True)
+    elif act == 'tanh':
+        return nn.Tanh()
+    elif act == 'leaky_relu':
+        return nn.LeakyReLU(inplace=True)
+    elif act == 'softmax':
+        return nn.Softmax()
+    elif act == 'linear':
+        return None
+    else:
+        assert(False)
+
+def make_net(nplanes_in, kernels, features, bns, acts, dilats, bn_momentum = 0.1, padding=None):
+    r"""
+    :param nplanes_in: number of of input feature channels
+    :param kernels: list of kernel size for convolution layers
+    :param features: list of hidden layer feature channels
+    :param bns: list of whether to add batchnorm layers
+    :param acts: list of activations
+    :param dilats: list of dilation factors
+    :param bn_momentum: momentum of batchnorm
+    :param padding: integer for padding (None for same padding)
+    """
+
+    depth = len(features)
+    assert(len(features)==len(kernels))
+
+    layers = list()
+    for i in range(0,depth):
+        if i==0:
+            in_feats = nplanes_in
+        else:
+            in_feats = features[i-1]
+
+        elem = conv_with_padding(in_feats, features[i], kernelsize=kernels[i], dilation=dilats[i], padding=padding, bias=not(bns[i]))
+        conv_init(elem, act=acts[i])
+        layers.append(elem)
+
+        if bns[i]:
+            elem = nn.BatchNorm2d(features[i], momentum = bn_momentum)
+            batchnorm_init(elem, kernelsize=kernels[i])
+            layers.append(elem)
+
+        elem = make_activation(acts[i])
+        if elem is not None:
+            layers.append(elem)
+
+    return nn.Sequential(*layers)
+
+class DnCNN(nn.Module):
+    r"""
+    Implements a DnCNN network
+    """
+    def __init__(self, nplanes_in, nplanes_out, features, kernel, depth, activation, residual, bn, lastact=None, bn_momentum = 0.10, padding=None):
+        r"""
+        :param nplanes_in: number of of input feature channels
+        :param nplanes_out: number of of output feature channels
+        :param features: number of of hidden layer feature channels
+        :param kernel: kernel size of convolution layers
+        :param depth: number of convolution layers (minimum 2)
+        :param bn:  whether to add batchnorm layers
+        :param residual: whether to add a residual connection from input to output
+        :param bn_momentum: momentum of batchnorm
+        :param padding: inteteger for padding
+        """
+        super(DnCNN, self).__init__()
+
+        self.residual = residual
+        self.nplanes_out = nplanes_out
+        self.nplanes_in = nplanes_in
+
+        kernels = [kernel, ] * depth
+        features = [features, ] * (depth-1) + [nplanes_out, ]
+        bns = [False, ] + [bn,] * (depth - 2) + [False, ]
+        dilats = [1, ] * depth
+        acts = [activation, ] * (depth - 1) + [lastact, ]
+        self.layers = make_net(nplanes_in, kernels, features, bns, acts, dilats=dilats, bn_momentum = bn_momentum, padding=padding)
+
+
+    def forward(self, x):
+        shortcut = x
+
+        x = self.layers(x)
+
+        if self.residual:
+            nshortcut = min(self.nplanes_in, self.nplanes_out)
+            x[:, :nshortcut, :, :] = x[:, :nshortcut, :, :] + shortcut[:, :nshortcut, :, :]
+
+        return x
+
+
+def add_commandline_networkparams(parser, name, features, depth, kernel, activation, bn):
+    parser.add_argument("--{}.{}".format(name, "features"  ), type=int, default=features  )
+    parser.add_argument("--{}.{}".format(name, "depth"     ), type=int, default=depth     )
+    parser.add_argument("--{}.{}".format(name, "kernel"    ), type=int, default=kernel    )
+    parser.add_argument("--{}.{}".format(name, "activation"), type=str, default=activation)
+
+    bnarg = "{}.{}".format(name, "bn")
+    parser.add_argument("--"+bnarg   , action="store_true", dest=bnarg)
+    parser.add_argument("--{}.{}".format(name, "no-bn"), action="store_false", dest=bnarg)
+    parser.set_defaults(**{bnarg: bn})
+
diff --git a/TruFor_train_test/lib/models/__init__.py b/TruFor_train_test/lib/models/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/TruFor_train_test/lib/models/__pycache__/DnCNN.cpython-312.pyc b/TruFor_train_test/lib/models/__pycache__/DnCNN.cpython-312.pyc
new file mode 100644
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new file mode 100644
index 0000000000000000000000000000000000000000..389ada2c6c9ddaff853b763180bf49a48428b95c
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diff --git a/TruFor_train_test/lib/models/cmx/LICENSE_CMX.txt b/TruFor_train_test/lib/models/cmx/LICENSE_CMX.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7c8f5deda716fdd2f080f1ea10396313f15a0d21
--- /dev/null
+++ b/TruFor_train_test/lib/models/cmx/LICENSE_CMX.txt
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2022 Huayao Liu
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
\ No newline at end of file
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new file mode 100644
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diff --git a/TruFor_train_test/lib/models/cmx/builder_np_conf.py b/TruFor_train_test/lib/models/cmx/builder_np_conf.py
new file mode 100644
index 0000000000000000000000000000000000000000..1ec2883af07d76ca37091d2201416305c449e03f
--- /dev/null
+++ b/TruFor_train_test/lib/models/cmx/builder_np_conf.py
@@ -0,0 +1,297 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Edited in September 2022
+@author: fabrizio.guillaro, davide.cozzolino
+"""
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import os
+
+from lib.models.cmx.init_func import init_weight
+
+import logging
+
+
+def preprc_imagenet_torch(x):
+    mean = torch.Tensor([0.485, 0.456, 0.406]).to(x.device)
+    std  = torch.Tensor([0.229, 0.224, 0.225]).to(x.device)
+    x = (x-mean[None, :, None, None]) / std[None, :, None, None]
+    return x
+
+def preprc_xception_torch(x):
+    return 2.0*x-1.0
+
+
+def create_backbone(typ, norm_layer):
+    channels = [64, 128, 320, 512]
+    if typ == 'mit_b5':
+        logging.info('Using backbone: Segformer-B5')
+        from .encoders.dual_segformer import mit_b5 as backbone_
+        backbone = backbone_(norm_fuse=norm_layer)
+    elif typ == 'mit_b4':
+        logging.info('Using backbone: Segformer-B4')
+        from .encoders.dual_segformer import mit_b4 as backbone_
+        backbone = backbone_(norm_fuse=norm_layer)
+    elif typ == 'mit_b2':
+        logging.info('Using backbone: Segformer-B2')
+        from .encoders.dual_segformer import mit_b2 as backbone_
+        backbone = backbone_(norm_fuse=norm_layer)
+    elif typ == 'mit_b1':
+        logging.info('Using backbone: Segformer-B1')
+        from .encoders.dual_segformer import mit_b1 as backbone_
+        backbone = backbone_(norm_fuse=norm_layer)
+    elif typ == 'mit_b0':
+        logging.info('Using backbone: Segformer-B0')
+        channels = [32, 64, 160, 256]
+        from .encoders.dual_segformer import mit_b0 as backbone_
+        backbone = backbone_(norm_fuse=norm_layer)
+    else:
+        raise NotImplementedError('Backbone not implemented')
+    return backbone, channels
+
+
+
+
+class EncoderDecoder(nn.Module):
+    def __init__(self, cfg=None, norm_layer=nn.BatchNorm2d):
+        super(EncoderDecoder, self).__init__()
+        
+        self.norm_layer = norm_layer
+        self.cfg  = cfg.MODEL.EXTRA
+        self.mods = cfg.MODEL.MODS    # input modalities
+
+        # setting number of Noiseprint++ output channels
+        if 'NP_OUT_CHANNELS' in self.cfg:
+            self.np_out_ch = self.cfg.NP_OUT_CHANNELS
+        else:
+            self.np_out_ch = 1
+
+        modules_list = ['NP++','backbone','loc_head','conf_head','det_head']
+        for module in self.cfg.MODULES:
+            assert module in modules_list
+        assert 'backbone' in self.cfg.MODULES
+
+        for module in self.cfg.FIX_MODULES:
+            assert module in modules_list
+
+        # importing backbone
+        self.backbone, self.channels = create_backbone(self.cfg.BACKBONE, norm_layer)
+
+        # defining heads
+        self.decode_head      = None   # localization head
+        self.decode_head_conf = None   # confidence head
+        self.detection        = None   # detection head
+
+
+        if self.cfg.DECODER == 'MLPDecoder':
+            logging.info('Using MLP Decoder')
+            from .decoders.MLPDecoder import DecoderHead
+
+            # localization head
+            if 'loc_head' in self.cfg.MODULES:
+                self.decode_head = DecoderHead(
+                    in_channels=self.channels,
+                    num_classes=cfg.DATASET.NUM_CLASSES,
+                    norm_layer=norm_layer,
+                    embed_dim=self.cfg.DECODER_EMBED_DIM)
+
+            # confidence head
+            if 'conf_head' in self.cfg.MODULES:
+                self.decode_head_conf = DecoderHead(
+                    in_channels=self.channels,
+                    num_classes=1,
+                    norm_layer=norm_layer,
+                    embed_dim=self.cfg.DECODER_EMBED_DIM)
+
+            # detection head
+            self.conf_detection = self.cfg.DETECTION
+            if 'det_head' in self.cfg.MODULES:
+                if self.conf_detection == 'confpool':
+                    assert 'conf_head' in self.cfg.MODULES
+                    self.detection  = nn.Sequential(
+                            nn.Linear(in_features=8, out_features=128),
+                            nn.ReLU(),
+                            nn.Dropout(p=0.5),
+                            nn.Linear(in_features=128, out_features=1),
+                            )
+                else:
+                    raise NotImplementedError('Detection mechanism not implemented')
+
+        else:
+            raise NotImplementedError('Decoder not implemented')
+
+        # Noiseprint++ extractor
+        from lib.models.DnCNN import make_net
+        num_levels = 17
+        out_channel = self.np_out_ch
+        self.dncnn = make_net(3, kernels=[3, ] * num_levels,
+                       features=[64, ] * (num_levels - 1) + [out_channel],
+                       bns=[False, ] + [True, ] * (num_levels - 2) + [False, ],
+                       acts=['relu', ] * (num_levels - 1) + ['linear', ],
+                       dilats=[1, ] * num_levels,
+                       bn_momentum=0.1, padding=1)
+        
+        if self.cfg.PREPRC is None or self.cfg.PREPRC == 'none': #RGB01 (0,1)
+            self.prepro = None
+        elif self.cfg.PREPRC == 'imagenet': #RGB (mean and variance)
+            self.prepro = preprc_imagenet_torch
+        elif self.cfg.PREPRC == 'xception': #RGB0 (-1,1)
+            self.prepro = preprc_xception_torch
+        else:
+            assert False
+
+        # pretraining
+        self.init_weights(pretrained=cfg.MODEL.PRETRAINED)
+
+        
+    
+    def init_weights(self, pretrained=None):
+
+        # loading Noiseprint++ weights
+        if 'NP_WEIGHTS' in self.cfg and not self.cfg.NP_WEIGHTS == '' and self.cfg.NP_WEIGHTS is not None:
+            np_weights = self.cfg.NP_WEIGHTS
+            assert os.path.isfile(np_weights)
+            dat = torch.load(np_weights, map_location=torch.device('cpu'))['network']
+            logging.info(f'Noiseprint++ weights: {np_weights}')
+            self.dncnn.load_state_dict(dat)
+
+        # backbone pretraining
+        if pretrained:
+            logging.info('Loading backbone model: {}'.format(pretrained))
+            assert os.path.isfile(pretrained)
+            self.backbone.init_weights(pretrained=pretrained)
+
+        # initing heads weights
+        logging.info('Initing heads weights ...')
+        if self.decode_head:
+            init_weight(self.decode_head, nn.init.kaiming_normal_,
+                        self.norm_layer, self.cfg.BN_EPS, self.cfg.BN_MOMENTUM,
+                        mode='fan_in', nonlinearity='relu')
+
+        if self.decode_head_conf:
+            init_weight(self.decode_head_conf, nn.init.kaiming_normal_,
+                        self.norm_layer, self.cfg.BN_EPS, self.cfg.BN_MOMENTUM,
+                        mode='fan_in', nonlinearity='relu')
+            
+
+        # freezing modules
+        if 'NP++' in self.cfg.FIX_MODULES:
+            for param in self.dncnn.parameters():
+                param.requires_grad = False
+
+        if 'backbone' in self.cfg.FIX_MODULES:
+            for param in self.backbone.parameters():
+                param.requires_grad = False
+
+        if 'loc_head' in self.cfg.FIX_MODULES:
+            for param in self.decode_head.parameters():
+                param.requires_grad = False
+
+        if 'conf_head' in self.cfg.FIX_MODULES:
+            for param in self.decode_head_conf.parameters():
+                param.requires_grad = False
+
+
+
+    def encode_decode(self, rgb, modal_x):
+
+        if rgb is not None:
+            orisize = rgb.shape
+        else:
+            orisize = modal_x.shape
+        
+        # CMX encoder
+        if 'backbone' in self.cfg.FIX_MODULES:
+            with torch.no_grad():
+                self.backbone.eval()
+                x = self.backbone(rgb, modal_x)
+        else:            
+            x = self.backbone(rgb, modal_x)
+
+
+        # anomaly localization
+        if 'loc_head' in self.cfg.FIX_MODULES:
+            with torch.no_grad():
+                self.decode_head.eval()
+                out = self.decode_head(x)
+        else:
+            out = self.decode_head(x)
+
+        out = F.interpolate(out, size=orisize[2:], mode='bilinear', align_corners=False)
+
+
+        # confidence estimation
+        if self.decode_head_conf:
+            if 'conf_head' in self.cfg.FIX_MODULES:
+                with torch.no_grad():
+                    self.decode_head_conf.eval()
+                    conf = self.decode_head_conf(x)
+            else:
+                conf = self.decode_head_conf(x)
+            conf = F.interpolate(conf, size=orisize[2:], mode='bilinear', align_corners=False)
+        else: 
+            conf = None
+
+        
+        # detection
+        if self.detection:
+            if self.conf_detection == 'confpool':
+                from .layer_utils import weighted_statistics_pooling
+                f1 = weighted_statistics_pooling(conf).view(out.shape[0],-1)
+                f2 = weighted_statistics_pooling(out[:,1:2,:,:]-out[:,0:1,:,:], F.logsigmoid(conf)).view(out.shape[0],-1)
+                det = self.detection(torch.cat((f1,f2),-1))
+            else:
+                assert False
+        else:
+            det = None
+        
+        return out, conf, det
+
+
+
+    def forward(self, rgb, save_np=False):
+        # rgb should be a float tensor in the range [0,1], since Noiseprint++ has been trained with this input
+
+        # Noiseprint++ extraction
+        if 'NP++' in self.mods:
+            if 'NP++' in self.cfg.FIX_MODULES:
+                with torch.no_grad():
+                    self.dncnn.eval()
+                    modal_x = self.dncnn(rgb)
+            else:
+                modal_x = self.dncnn(rgb)
+
+            if self.np_out_ch == 1:
+                modal_x = torch.tile(modal_x, (3, 1, 1))
+            else:
+                assert self.np_out_ch == 3
+        else:
+            modal_x = None
+
+
+        if 'RGB' not in self.mods:
+            rgb = None
+        # from [0,1] to other normalization, before going in the CMX network
+        elif self.prepro is not None:
+            rgb = self.prepro(rgb)
+
+        # Localization and Detection
+        out, conf, det = self.encode_decode(rgb, modal_x)
+
+        if save_np:
+            return out, conf, det, modal_x
+        else:
+            return out, conf, det, None
+            
\ No newline at end of file
diff --git a/TruFor_train_test/lib/models/cmx/decoders/MLPDecoder.py b/TruFor_train_test/lib/models/cmx/decoders/MLPDecoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..f7fcf6edb282ef3aa110e91841cef8947f0c3ed6
--- /dev/null
+++ b/TruFor_train_test/lib/models/cmx/decoders/MLPDecoder.py
@@ -0,0 +1,85 @@
+import numpy as np
+import torch.nn as nn
+import torch
+
+from torch.nn.modules import module
+import torch.nn.functional as F
+
+class MLP(nn.Module):
+    """
+    Linear Embedding: 
+    """
+    def __init__(self, input_dim=2048, embed_dim=768):
+        super().__init__()
+        self.proj = nn.Linear(input_dim, embed_dim)
+
+    def forward(self, x):
+        x = x.flatten(2).transpose(1, 2)
+        x = self.proj(x)
+        return x
+
+
+class DecoderHead(nn.Module):
+    def __init__(self,
+                 in_channels=[64, 128, 320, 512],
+                 num_classes=40,
+                 dropout_ratio=0.1,
+                 norm_layer=nn.BatchNorm2d,
+                 embed_dim=768,
+                 align_corners=False):
+        
+        super(DecoderHead, self).__init__()
+        self.num_classes = num_classes
+        self.dropout_ratio = dropout_ratio
+        self.align_corners = align_corners
+        
+        self.in_channels = in_channels
+        
+        if dropout_ratio > 0:
+            self.dropout = nn.Dropout2d(dropout_ratio)
+        else:
+            self.dropout = None
+
+        c1_in_channels, c2_in_channels, c3_in_channels, c4_in_channels = self.in_channels
+
+        embedding_dim = embed_dim
+        self.linear_c4 = MLP(input_dim=c4_in_channels, embed_dim=embedding_dim)
+        self.linear_c3 = MLP(input_dim=c3_in_channels, embed_dim=embedding_dim)
+        self.linear_c2 = MLP(input_dim=c2_in_channels, embed_dim=embedding_dim)
+        self.linear_c1 = MLP(input_dim=c1_in_channels, embed_dim=embedding_dim)
+        
+        self.linear_fuse = nn.Sequential(
+                            nn.Conv2d(in_channels=embedding_dim*4, out_channels=embedding_dim, kernel_size=1),
+                            norm_layer(embedding_dim),
+                            nn.ReLU(inplace=True)
+                            )
+                            
+        self.linear_pred = nn.Conv2d(embedding_dim, self.num_classes, kernel_size=1)
+       
+    def forward(self, inputs, return_feats=False):
+        # len=4, 1/4,1/8,1/16,1/32
+        c1, c2, c3, c4 = inputs
+        
+        ############## MLP decoder on C1-C4 ###########
+        n, _, h, w = c4.shape
+
+        _c4 = self.linear_c4(c4).permute(0,2,1).reshape(n, -1, c4.shape[2], c4.shape[3])
+        _c4 = F.interpolate(_c4, size=c1.size()[2:],mode='bilinear',align_corners=self.align_corners)
+
+        _c3 = self.linear_c3(c3).permute(0,2,1).reshape(n, -1, c3.shape[2], c3.shape[3])
+        _c3 = F.interpolate(_c3, size=c1.size()[2:],mode='bilinear',align_corners=self.align_corners)
+
+        _c2 = self.linear_c2(c2).permute(0,2,1).reshape(n, -1, c2.shape[2], c2.shape[3])
+        _c2 = F.interpolate(_c2, size=c1.size()[2:],mode='bilinear',align_corners=self.align_corners)
+
+        _c1 = self.linear_c1(c1).permute(0,2,1).reshape(n, -1, c1.shape[2], c1.shape[3])
+
+        _c = torch.cat([_c4, _c3, _c2, _c1], dim=1)
+        x = self.linear_fuse(_c)
+        x = self.dropout(x)
+        x = self.linear_pred(x)
+
+        if return_feats:
+            return x, _c
+        else:
+            return x
diff --git a/TruFor_train_test/lib/models/cmx/decoders/__pycache__/MLPDecoder.cpython-312.pyc b/TruFor_train_test/lib/models/cmx/decoders/__pycache__/MLPDecoder.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..620b5fd6e44618dd4b0bcfdff354cd8d49b21a92
Binary files /dev/null and b/TruFor_train_test/lib/models/cmx/decoders/__pycache__/MLPDecoder.cpython-312.pyc differ
diff --git a/TruFor_train_test/lib/models/cmx/encoders/__pycache__/dual_segformer.cpython-312.pyc b/TruFor_train_test/lib/models/cmx/encoders/__pycache__/dual_segformer.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a98011e5606d5e5b1a16f58b211f03937f8ffde2
Binary files /dev/null and b/TruFor_train_test/lib/models/cmx/encoders/__pycache__/dual_segformer.cpython-312.pyc differ
diff --git a/TruFor_train_test/lib/models/cmx/encoders/dual_segformer.py b/TruFor_train_test/lib/models/cmx/encoders/dual_segformer.py
new file mode 100644
index 0000000000000000000000000000000000000000..1f42101e867b807c8541e19498c2e1ad5c6e8838
--- /dev/null
+++ b/TruFor_train_test/lib/models/cmx/encoders/dual_segformer.py
@@ -0,0 +1,609 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+from functools import partial
+
+from timm.models.layers import DropPath, to_2tuple, trunc_normal_
+from ..net_utils import FeatureFusionModule as FFM
+from ..net_utils import FeatureRectifyModule as FRM
+import math
+import time
+#from engine.logger import get_logger
+import logging as logger
+
+#logger = get_logger()
+
+
+class DWConv(nn.Module):
+    """
+    Depthwise convolution bloc: input: x with size(B N C); output size (B N C)
+    """
+    def __init__(self, dim=768):
+        super(DWConv, self).__init__()
+        self.dwconv = nn.Conv2d(dim, dim, kernel_size=3, stride=1, padding=1, bias=True, groups=dim)
+
+    def forward(self, x, H, W):
+        B, N, C = x.shape
+        x = x.permute(0, 2, 1).reshape(B, C, H, W).contiguous() # B N C -> B C N -> B C H W
+        x = self.dwconv(x) 
+        x = x.flatten(2).transpose(1, 2) # B C H W -> B N C
+
+        return x
+
+
+class Mlp(nn.Module):
+    def __init__(self, in_features, hidden_features=None, out_features=None, act_layer=nn.GELU, drop=0.):
+        super().__init__()
+        """
+        MLP Block: 
+        """
+        out_features = out_features or in_features
+        hidden_features = hidden_features or in_features
+        self.fc1 = nn.Linear(in_features, hidden_features)
+        self.dwconv = DWConv(hidden_features)
+        self.act = act_layer()
+        self.fc2 = nn.Linear(hidden_features, out_features)
+        self.drop = nn.Dropout(drop)
+
+        self.apply(self._init_weights)
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            trunc_normal_(m.weight, std=.02)
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+        elif isinstance(m, nn.Conv2d):
+            fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels
+            fan_out //= m.groups
+            m.weight.data.normal_(0, math.sqrt(2.0 / fan_out))
+            if m.bias is not None:
+                m.bias.data.zero_()
+
+    def forward(self, x, H, W):
+        x = self.fc1(x)
+        x = self.dwconv(x, H, W)
+        x = self.act(x)
+        x = self.drop(x)
+        x = self.fc2(x)
+        x = self.drop(x)
+        return x
+
+
+class Attention(nn.Module):
+    def __init__(self, dim, num_heads=8, qkv_bias=False, qk_scale=None, attn_drop=0., proj_drop=0., sr_ratio=1):
+        super().__init__()
+        assert dim % num_heads == 0, f"dim {dim} should be divided by num_heads {num_heads}."
+
+        self.dim = dim
+        self.num_heads = num_heads
+        head_dim = dim // num_heads
+        self.scale = qk_scale or head_dim ** -0.5
+
+        # Linear embedding
+        self.q = nn.Linear(dim, dim, bias=qkv_bias)
+        self.kv = nn.Linear(dim, dim * 2, bias=qkv_bias)
+        self.attn_drop = nn.Dropout(attn_drop)
+        self.proj = nn.Linear(dim, dim)
+        self.proj_drop = nn.Dropout(proj_drop)
+
+        self.sr_ratio = sr_ratio
+        if sr_ratio > 1:
+            self.sr = nn.Conv2d(dim, dim, kernel_size=sr_ratio, stride=sr_ratio)
+            self.norm = nn.LayerNorm(dim)
+
+        self.apply(self._init_weights)
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            trunc_normal_(m.weight, std=.02)
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+        elif isinstance(m, nn.Conv2d):
+            fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels
+            fan_out //= m.groups
+            m.weight.data.normal_(0, math.sqrt(2.0 / fan_out))
+            if m.bias is not None:
+                m.bias.data.zero_()
+
+    def forward(self, x, H, W):
+        B, N, C = x.shape
+        # B N C -> B N num_head C//num_head -> B C//num_head N num_heads
+        q = self.q(x).reshape(B, N, self.num_heads, C // self.num_heads).permute(0, 2, 1, 3) 
+
+        if self.sr_ratio > 1:
+            x_ = x.permute(0, 2, 1).reshape(B, C, H, W) 
+            x_ = self.sr(x_).reshape(B, C, -1).permute(0, 2, 1) 
+            x_ = self.norm(x_)
+            kv = self.kv(x_).reshape(B, -1, 2, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4) 
+        else:
+            kv = self.kv(x).reshape(B, -1, 2, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4) 
+        k, v = kv[0], kv[1]
+
+        attn = (q @ k.transpose(-2, -1)) * self.scale
+        attn = attn.softmax(dim=-1)
+        attn = self.attn_drop(attn)
+
+        x = (attn @ v).transpose(1, 2).reshape(B, N, C)
+        x = self.proj(x)
+        x = self.proj_drop(x)
+
+        return x
+
+
+class Block(nn.Module):
+    """
+    Transformer Block: Self-Attention -> Mix FFN -> OverLap Patch Merging
+    """
+    def __init__(self, dim, num_heads, mlp_ratio=4., qkv_bias=False, qk_scale=None, drop=0., attn_drop=0.,
+                 drop_path=0., act_layer=nn.GELU, norm_layer=nn.LayerNorm, sr_ratio=1):
+        super().__init__()
+        self.norm1 = norm_layer(dim)
+        self.attn = Attention(
+            dim,
+            num_heads=num_heads, qkv_bias=qkv_bias, qk_scale=qk_scale,
+            attn_drop=attn_drop, proj_drop=drop, sr_ratio=sr_ratio)
+        # NOTE: drop path for stochastic depth, we shall see if this is better than dropout here
+        self.drop_path = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+        self.norm2 = norm_layer(dim)
+        mlp_hidden_dim = int(dim * mlp_ratio)
+        self.mlp = Mlp(in_features=dim, hidden_features=mlp_hidden_dim, act_layer=act_layer, drop=drop)
+
+        self.apply(self._init_weights)
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            trunc_normal_(m.weight, std=.02)
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+        elif isinstance(m, nn.Conv2d):
+            fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels
+            fan_out //= m.groups
+            m.weight.data.normal_(0, math.sqrt(2.0 / fan_out))
+            if m.bias is not None:
+                m.bias.data.zero_()
+
+    def forward(self, x, H, W):
+        x = x + self.drop_path(self.attn(self.norm1(x), H, W))
+        x = x + self.drop_path(self.mlp(self.norm2(x), H, W))
+
+        return x
+
+
+class OverlapPatchEmbed(nn.Module):
+    """ Image to Patch Embedding
+    """
+
+    def __init__(self, img_size=224, patch_size=7, stride=4, in_chans=3, embed_dim=768):
+        super().__init__()
+        img_size = to_2tuple(img_size)
+        patch_size = to_2tuple(patch_size)
+
+        self.img_size = img_size
+        self.patch_size = patch_size
+        self.H, self.W = img_size[0] // patch_size[0], img_size[1] // patch_size[1]
+        self.num_patches = self.H * self.W
+        self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_size, stride=stride,
+                              padding=(patch_size[0] // 2, patch_size[1] // 2))
+        self.norm = nn.LayerNorm(embed_dim)
+
+        self.apply(self._init_weights)
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            trunc_normal_(m.weight, std=.02)
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+        elif isinstance(m, nn.Conv2d):
+            fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels
+            fan_out //= m.groups
+            m.weight.data.normal_(0, math.sqrt(2.0 / fan_out))
+            if m.bias is not None:
+                m.bias.data.zero_()
+
+    def forward(self, x):
+        # B C H W
+        x = self.proj(x)
+        _, _, H, W = x.shape
+        x = x.flatten(2).transpose(1, 2)
+        # B H*W/16 C
+        x = self.norm(x)
+
+        return x, H, W
+
+
+class RGBXTransformer(nn.Module):
+    def __init__(self, img_size=224, patch_size=16, in_chans=3, num_classes=1000, embed_dims=[64, 128, 256, 512], 
+                 num_heads=[1, 2, 4, 8], mlp_ratios=[4, 4, 4, 4], qkv_bias=False, qk_scale=None, drop_rate=0.,
+                 attn_drop_rate=0., drop_path_rate=0., norm_layer=nn.LayerNorm, norm_fuse=nn.BatchNorm2d,
+                 depths=[3, 4, 6, 3], sr_ratios=[8, 4, 2, 1], stride0=4):
+        super().__init__()
+        self.num_classes = num_classes
+        self.depths = depths
+
+        # patch_embed
+        self.patch_embed1 = OverlapPatchEmbed(img_size=img_size, patch_size=7, stride=stride0, in_chans=in_chans,
+                                              embed_dim=embed_dims[0])
+        self.patch_embed2 = OverlapPatchEmbed(img_size=img_size // 4, patch_size=3, stride=2, in_chans=embed_dims[0],
+                                              embed_dim=embed_dims[1])
+        self.patch_embed3 = OverlapPatchEmbed(img_size=img_size // 8, patch_size=3, stride=2, in_chans=embed_dims[1],
+                                              embed_dim=embed_dims[2])
+        self.patch_embed4 = OverlapPatchEmbed(img_size=img_size // 16, patch_size=3, stride=2, in_chans=embed_dims[2],
+                                              embed_dim=embed_dims[3])
+
+        self.extra_patch_embed1 = OverlapPatchEmbed(img_size=img_size, patch_size=7, stride=stride0, in_chans=in_chans,
+                                              embed_dim=embed_dims[0])
+        self.extra_patch_embed2 = OverlapPatchEmbed(img_size=img_size // 4, patch_size=3, stride=2, in_chans=embed_dims[0],
+                                              embed_dim=embed_dims[1])
+        self.extra_patch_embed3 = OverlapPatchEmbed(img_size=img_size // 8, patch_size=3, stride=2, in_chans=embed_dims[1],
+                                              embed_dim=embed_dims[2])
+        self.extra_patch_embed4 = OverlapPatchEmbed(img_size=img_size // 16, patch_size=3, stride=2, in_chans=embed_dims[2],
+                                              embed_dim=embed_dims[3])
+
+        # transformer encoder
+        dpr = [x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))]  # stochastic depth decay rule
+        cur = 0
+
+        self.block1 = nn.ModuleList([Block(
+            dim=embed_dims[0], num_heads=num_heads[0], mlp_ratio=mlp_ratios[0], qkv_bias=qkv_bias, qk_scale=qk_scale,
+            drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur + i], norm_layer=norm_layer,
+            sr_ratio=sr_ratios[0])
+            for i in range(depths[0])])
+        self.norm1 = norm_layer(embed_dims[0])
+
+        self.extra_block1 = nn.ModuleList([Block(
+            dim=embed_dims[0], num_heads=num_heads[0], mlp_ratio=mlp_ratios[0], qkv_bias=qkv_bias, qk_scale=qk_scale,
+            drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur + i], norm_layer=norm_layer,
+            sr_ratio=sr_ratios[0])
+            for i in range(depths[0])])
+        self.extra_norm1 = norm_layer(embed_dims[0])
+        cur += depths[0]
+
+        self.block2 = nn.ModuleList([Block(
+            dim=embed_dims[1], num_heads=num_heads[1], mlp_ratio=mlp_ratios[1], qkv_bias=qkv_bias, qk_scale=qk_scale,
+            drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur], norm_layer=norm_layer,
+            sr_ratio=sr_ratios[1])
+            for i in range(depths[1])])
+        self.norm2 = norm_layer(embed_dims[1])
+
+        self.extra_block2 = nn.ModuleList([Block(
+            dim=embed_dims[1], num_heads=num_heads[1], mlp_ratio=mlp_ratios[1], qkv_bias=qkv_bias, qk_scale=qk_scale,
+            drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur+1], norm_layer=norm_layer,
+            sr_ratio=sr_ratios[1])
+            for i in range(depths[1])])
+        self.extra_norm2 = norm_layer(embed_dims[1])
+
+        cur += depths[1]
+
+        self.block3 = nn.ModuleList([Block(
+            dim=embed_dims[2], num_heads=num_heads[2], mlp_ratio=mlp_ratios[2], qkv_bias=qkv_bias, qk_scale=qk_scale,
+            drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur + i], norm_layer=norm_layer,
+            sr_ratio=sr_ratios[2])
+            for i in range(depths[2])])
+        self.norm3 = norm_layer(embed_dims[2])
+
+        self.extra_block3 = nn.ModuleList([Block(
+            dim=embed_dims[2], num_heads=num_heads[2], mlp_ratio=mlp_ratios[2], qkv_bias=qkv_bias, qk_scale=qk_scale,
+            drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur + i], norm_layer=norm_layer,
+            sr_ratio=sr_ratios[2])
+            for i in range(depths[2])])
+        self.extra_norm3 = norm_layer(embed_dims[2])
+
+        cur += depths[2]
+
+        self.block4 = nn.ModuleList([Block(
+            dim=embed_dims[3], num_heads=num_heads[3], mlp_ratio=mlp_ratios[3], qkv_bias=qkv_bias, qk_scale=qk_scale,
+            drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur + i], norm_layer=norm_layer,
+            sr_ratio=sr_ratios[3])
+            for i in range(depths[3])])
+        self.norm4 = norm_layer(embed_dims[3])
+
+        self.extra_block4 = nn.ModuleList([Block(
+            dim=embed_dims[3], num_heads=num_heads[3], mlp_ratio=mlp_ratios[3], qkv_bias=qkv_bias, qk_scale=qk_scale,
+            drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur + i], norm_layer=norm_layer,
+            sr_ratio=sr_ratios[3])
+            for i in range(depths[3])])
+        self.extra_norm4 = norm_layer(embed_dims[3])
+
+        cur += depths[3]
+
+        self.FRMs = nn.ModuleList([
+                    FRM(dim=embed_dims[0], reduction=1),
+                    FRM(dim=embed_dims[1], reduction=1),
+                    FRM(dim=embed_dims[2], reduction=1),
+                    FRM(dim=embed_dims[3], reduction=1)])
+
+        self.FFMs = nn.ModuleList([
+                    FFM(dim=embed_dims[0], reduction=1, num_heads=num_heads[0], norm_layer=norm_fuse),
+                    FFM(dim=embed_dims[1], reduction=1, num_heads=num_heads[1], norm_layer=norm_fuse),
+                    FFM(dim=embed_dims[2], reduction=1, num_heads=num_heads[2], norm_layer=norm_fuse),
+                    FFM(dim=embed_dims[3], reduction=1, num_heads=num_heads[3], norm_layer=norm_fuse)])
+
+        self.apply(self._init_weights)
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            trunc_normal_(m.weight, std=.02)
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+        elif isinstance(m, nn.Conv2d):
+            fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels
+            fan_out //= m.groups
+            m.weight.data.normal_(0, math.sqrt(2.0 / fan_out))
+            if m.bias is not None:
+                m.bias.data.zero_()
+
+    def init_weights(self, pretrained=None):
+        if isinstance(pretrained, str):
+            load_dualpath_model(self, pretrained)
+        else:
+            raise TypeError('pretrained must be a str or None')
+
+    ##
+    def init_weights_onepath(self, pretrained=None):
+        if isinstance(pretrained, str):
+            load_onepath_model(self, pretrained)
+        else:
+            raise TypeError('pretrained must be a str or None')
+
+    ##
+    def init_weights_onepath2(self, pretrained=None):
+        if isinstance(pretrained, str):
+            load_onepath2_model(self, pretrained)
+        else:
+            raise TypeError('pretrained must be a str or None')
+        
+    def forward_features(self, x_rgb, x_e):
+        """
+        x_rgb: B x N x H x W
+        """
+        B = x_rgb.shape[0]
+        outs = []
+        outs_fused = []
+
+        # stage 1
+        x_rgb, H, W = self.patch_embed1(x_rgb)
+        # B H*W/16 C
+        x_e, _, _ = self.extra_patch_embed1(x_e)
+        for i, blk in enumerate(self.block1):
+            x_rgb = blk(x_rgb, H, W)
+        for i, blk in enumerate(self.extra_block1):
+            x_e = blk(x_e, H, W)
+        x_rgb = self.norm1(x_rgb)
+        x_e = self.extra_norm1(x_e)
+
+        x_rgb = x_rgb.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous()
+        x_e = x_e.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous()
+        x_rgb, x_e = self.FRMs[0](x_rgb, x_e)
+        x_fused = self.FFMs[0](x_rgb, x_e)
+        outs.append(x_fused)
+        
+
+        # stage 2
+        x_rgb, H, W = self.patch_embed2(x_rgb)
+        x_e, _, _ = self.extra_patch_embed2(x_e)
+        for i, blk in enumerate(self.block2):
+            x_rgb = blk(x_rgb, H, W)
+        for i, blk in enumerate(self.extra_block2):
+            x_e = blk(x_e, H, W)
+        x_rgb = self.norm2(x_rgb)
+        x_e = self.extra_norm2(x_e)
+
+        x_rgb = x_rgb.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous()
+        x_e = x_e.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous()
+        x_rgb, x_e = self.FRMs[1](x_rgb, x_e)
+        x_fused = self.FFMs[1](x_rgb, x_e)
+        outs.append(x_fused)
+        
+
+        # stage 3
+        x_rgb, H, W = self.patch_embed3(x_rgb)
+        x_e, _, _ = self.extra_patch_embed3(x_e)
+        for i, blk in enumerate(self.block3):
+            x_rgb = blk(x_rgb, H, W)
+        for i, blk in enumerate(self.extra_block3):
+            x_e = blk(x_e, H, W)
+        x_rgb = self.norm3(x_rgb)
+        x_e = self.extra_norm3(x_e)
+
+        x_rgb = x_rgb.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous()
+        x_e = x_e.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous()
+        x_rgb, x_e = self.FRMs[2](x_rgb, x_e)
+        x_fused = self.FFMs[2](x_rgb, x_e)
+        outs.append(x_fused)
+        
+
+        # stage 4
+        x_rgb, H, W = self.patch_embed4(x_rgb)
+        x_e, _, _ = self.extra_patch_embed4(x_e)
+        for i, blk in enumerate(self.block4):
+            x_rgb = blk(x_rgb, H, W)
+        for i, blk in enumerate(self.extra_block4):
+            x_e = blk(x_e, H, W)
+        x_rgb = self.norm4(x_rgb)
+        x_e = self.extra_norm4(x_e)
+
+        x_rgb = x_rgb.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous()
+        x_e = x_e.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous()
+        x_rgb, x_e = self.FRMs[3](x_rgb, x_e)
+        x_fused = self.FFMs[3](x_rgb, x_e)
+        outs.append(x_fused)
+        
+        return outs
+
+    def forward(self, x_rgb, x_e):
+        out = self.forward_features(x_rgb, x_e)
+        return out
+
+
+def load_dualpath_model(model, model_file):
+    # load raw state_dict
+    t_start = time.time()
+    if isinstance(model_file, str):
+        raw_state_dict = torch.load(model_file, map_location=torch.device('cpu'))
+        #raw_state_dict = torch.load(model_file)
+        #print('raw_state_dict', raw_state_dict.keys())
+        if 'model' in raw_state_dict.keys():
+            raw_state_dict = raw_state_dict['model']
+    else:
+        raw_state_dict = model_file
+    
+    state_dict = {}
+    for k, v in raw_state_dict.items():
+        if k.find('patch_embed') >= 0:
+            state_dict[k] = v
+            state_dict[k.replace('patch_embed', 'extra_patch_embed')] = v
+        elif k.find('block') >= 0:
+            state_dict[k] = v
+            state_dict[k.replace('block', 'extra_block')] = v
+        elif k.find('norm') >= 0:
+            state_dict[k] = v
+            state_dict[k.replace('norm', 'extra_norm')] = v
+
+    t_ioend = time.time()
+
+    model.load_state_dict(state_dict, strict=False)
+    del state_dict
+    
+    t_end = time.time()
+    logger.info(
+        "Load model, Time usage:\n\tIO: {}, initialize parameters: {}".format(
+            t_ioend - t_start, t_end - t_ioend))
+
+##########
+def load_onepath_model(model, model_file):
+    # ONLY RGB
+    # load raw state_dict
+    t_start = time.time()
+    if isinstance(model_file, str):
+        raw_state_dict = torch.load(model_file, map_location=torch.device('cpu'))
+        # raw_state_dict = torch.load(model_file)
+        # print('raw_state_dict', raw_state_dict.keys())
+        if 'model' in raw_state_dict.keys():
+            raw_state_dict = raw_state_dict['model']
+    else:
+        raw_state_dict = model_file
+
+    state_dict = {}
+    for k, v in raw_state_dict.items():
+        if k.find('patch_embed') >= 0:
+            state_dict[k] = v
+        elif k.find('block') >= 0:
+            state_dict[k] = v
+        elif k.find('norm') >= 0:
+            state_dict[k] = v
+
+    t_ioend = time.time()
+
+    model.load_state_dict(state_dict, strict=False)
+    del state_dict
+
+    t_end = time.time()
+    logger.info(
+        "Load model, Time usage:\n\tIO: {}, initialize parameters: {}".format(
+            t_ioend - t_start, t_end - t_ioend))
+
+
+def load_onepath2_model(model, model_file):
+    # ONLY NP++
+    # load raw state_dict
+    t_start = time.time()
+    if isinstance(model_file, str):
+        raw_state_dict = torch.load(model_file, map_location=torch.device('cpu'))
+        # raw_state_dict = torch.load(model_file)
+        # print('raw_state_dict', raw_state_dict.keys())
+        if 'model' in raw_state_dict.keys():
+            raw_state_dict = raw_state_dict['model']
+    else:
+        raw_state_dict = model_file
+
+    state_dict = {}
+    for k, v in raw_state_dict.items():
+        if k.find('patch_embed') >= 0:
+            #state_dict[k] = v
+            state_dict[k.replace('patch_embed', 'extra_patch_embed')] = v
+        elif k.find('block') >= 0:
+            #state_dict[k] = v
+            state_dict[k.replace('block', 'extra_block')] = v
+        elif k.find('norm') >= 0:
+            #state_dict[k] = v
+            state_dict[k.replace('norm', 'extra_norm')] = v
+
+    t_ioend = time.time()
+
+    model.load_state_dict(state_dict, strict=False)
+    del state_dict
+
+    t_end = time.time()
+    logger.info(
+        "Load model, Time usage:\n\tIO: {}, initialize parameters: {}".format(
+            t_ioend - t_start, t_end - t_ioend))
+
+class mit_b0(RGBXTransformer):
+    def __init__(self, fuse_cfg=None, stride0=4, **kwargs):
+        super(mit_b0, self).__init__(
+            patch_size=4, embed_dims=[32, 64, 160, 256], num_heads=[1, 2, 5, 8], mlp_ratios=[4, 4, 4, 4],
+            qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[2, 2, 2, 2], sr_ratios=[8, 4, 2, 1],
+            drop_rate=0.0, drop_path_rate=0.1, stride0=stride0)
+
+
+class mit_b1(RGBXTransformer):
+    def __init__(self, fuse_cfg=None, stride0=4, **kwargs):
+        super(mit_b1, self).__init__(
+            patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[4, 4, 4, 4],
+            qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[2, 2, 2, 2], sr_ratios=[8, 4, 2, 1],
+            drop_rate=0.0, drop_path_rate=0.1, stride0=stride0)
+
+
+class mit_b2(RGBXTransformer):
+    def __init__(self, fuse_cfg=None, stride0=4, **kwargs):
+        super(mit_b2, self).__init__(
+            patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[4, 4, 4, 4],
+            qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 4, 6, 3], sr_ratios=[8, 4, 2, 1],
+            drop_rate=0.0, drop_path_rate=0.1, stride0=stride0)
+
+
+class mit_b3(RGBXTransformer):
+    def __init__(self, fuse_cfg=None, stride0=4, **kwargs):
+        super(mit_b3, self).__init__(
+            patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[4, 4, 4, 4],
+            qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 4, 18, 3], sr_ratios=[8, 4, 2, 1],
+            drop_rate=0.0, drop_path_rate=0.1, stride0=stride0)
+
+
+class mit_b4(RGBXTransformer):
+    def __init__(self, fuse_cfg=None, stride0=4, **kwargs):
+        super(mit_b4, self).__init__(
+            patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[4, 4, 4, 4],
+            qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 8, 27, 3], sr_ratios=[8, 4, 2, 1],
+            drop_rate=0.0, drop_path_rate=0.1, stride0=stride0)
+
+
+class mit_b5(RGBXTransformer):
+    def __init__(self, fuse_cfg=None, stride0=4, **kwargs):
+        super(mit_b5, self).__init__(
+            patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[4, 4, 4, 4],
+            qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 6, 40, 3], sr_ratios=[8, 4, 2, 1],
+            drop_rate=0.0, drop_path_rate=0.1, stride0=stride0)
+
+
+class mit_b1_avn(RGBXTransformer):
+    def __init__(self, fuse_cfg=None, stride0=4, **kwargs):
+        super(mit_b1_avn, self).__init__(
+            patch_size=4, embed_dims=[64, 128, 320, 512], in_chans=2, num_heads=[1, 2, 5, 8], mlp_ratios=[4, 4, 4, 4],
+            qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[2, 2, 2, 2], sr_ratios=[8, 4, 2, 1],
+            drop_rate=0.0, drop_path_rate=0.1, stride0=stride0)
\ No newline at end of file
diff --git a/TruFor_train_test/lib/models/cmx/init_func.py b/TruFor_train_test/lib/models/cmx/init_func.py
new file mode 100644
index 0000000000000000000000000000000000000000..43b629d55c8360eaac4a717295cc11f6939c9d93
--- /dev/null
+++ b/TruFor_train_test/lib/models/cmx/init_func.py
@@ -0,0 +1,58 @@
+#!/usr/bin/env python3
+# encoding: utf-8
+# @Time    : 2018/9/28 下午12:13
+# @Author  : yuchangqian
+# @Contact : changqian_yu@163.com
+# @File    : init_func.py.py
+
+import torch.nn as nn
+
+def __init_weight(feature, conv_init, norm_layer, bn_eps, bn_momentum,
+                  **kwargs):
+    for name, m in feature.named_modules():
+        if isinstance(m, (nn.Conv1d, nn.Conv2d, nn.Conv3d)):
+            conv_init(m.weight, **kwargs)
+        elif isinstance(m, norm_layer):
+            m.eps = bn_eps
+            m.momentum = bn_momentum
+            nn.init.constant_(m.weight, 1)
+            nn.init.constant_(m.bias, 0)
+
+
+def init_weight(module_list, conv_init, norm_layer, bn_eps, bn_momentum,
+                **kwargs):
+    if isinstance(module_list, list):
+        for feature in module_list:
+            __init_weight(feature, conv_init, norm_layer, bn_eps, bn_momentum,
+                          **kwargs)
+    else:
+        __init_weight(module_list, conv_init, norm_layer, bn_eps, bn_momentum,
+                      **kwargs)
+
+
+def group_weight(weight_group, module, norm_layer, lr):
+    group_decay = []
+    group_no_decay = []
+    count = 0
+    for m in module.modules():
+        if isinstance(m, nn.Linear):
+            group_decay.append(m.weight)
+            if m.bias is not None:
+                group_no_decay.append(m.bias)
+        elif isinstance(m, (nn.Conv1d, nn.Conv2d, nn.Conv3d, nn.ConvTranspose2d, nn.ConvTranspose3d)):
+            group_decay.append(m.weight)
+            if m.bias is not None:
+                group_no_decay.append(m.bias)
+        elif isinstance(m, norm_layer) or isinstance(m, nn.BatchNorm1d) or isinstance(m, nn.BatchNorm2d) \
+                or isinstance(m, nn.BatchNorm3d) or isinstance(m, nn.GroupNorm) or isinstance(m, nn.LayerNorm):
+            if m.weight is not None:
+                group_no_decay.append(m.weight)
+            if m.bias is not None:
+                group_no_decay.append(m.bias)
+        elif isinstance(m, nn.Parameter):
+            group_decay.append(m)
+   
+    assert len(list(module.parameters())) >= len(group_decay) + len(group_no_decay)
+    weight_group.append(dict(params=group_decay, lr=lr))
+    weight_group.append(dict(params=group_no_decay, weight_decay=.0, lr=lr))
+    return weight_group
\ No newline at end of file
diff --git a/TruFor_train_test/lib/models/cmx/layer_utils.py b/TruFor_train_test/lib/models/cmx/layer_utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..f4ef37d9e8c84b2fbb02566fd9f1ca865fe63bea
--- /dev/null
+++ b/TruFor_train_test/lib/models/cmx/layer_utils.py
@@ -0,0 +1,46 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: davide.cozzolino
+"""
+
+import torch
+import torch.nn.functional as F
+
+
+def weighted_statistics_pooling(x, log_w=None):
+        b = x.shape[0]
+        c = x.shape[1]
+        x = x.view(b,c,-1)
+        
+        if log_w is None:
+            log_w = torch.zeros((b,1,x.shape[-1]), device=x.device)
+        else:
+            assert log_w.shape[0]==b
+            assert log_w.shape[1]==1
+            log_w = log_w.view(b,1,-1)
+        
+            assert log_w.shape[-1]==x.shape[-1]
+
+        log_w = F.log_softmax(log_w, dim=-1)
+        x_min = -torch.logsumexp(log_w-x, dim=-1)
+        x_max =  torch.logsumexp(log_w+x, dim=-1)
+        
+        w = torch.exp(log_w)
+        x_avg = torch.sum(w*x  , dim=-1)
+        x_msq = torch.sum(w*x*x, dim=-1)
+        
+        x = torch.cat((x_min, x_max, x_avg, x_msq), dim=1)
+        
+        return x
+    
\ No newline at end of file
diff --git a/TruFor_train_test/lib/models/cmx/net_utils.py b/TruFor_train_test/lib/models/cmx/net_utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..d103a5e9417bb8962f32a70b7946b1292a848e37
--- /dev/null
+++ b/TruFor_train_test/lib/models/cmx/net_utils.py
@@ -0,0 +1,193 @@
+import torch
+import torch.nn as nn
+
+from timm.models.layers import trunc_normal_
+import math
+
+
+# Feature Rectify Module
+class ChannelWeights(nn.Module):
+    def __init__(self, dim, reduction=1):
+        super(ChannelWeights, self).__init__()
+        self.dim = dim
+        self.avg_pool = nn.AdaptiveAvgPool2d(1)
+        self.max_pool = nn.AdaptiveMaxPool2d(1)
+        self.mlp = nn.Sequential(
+                    nn.Linear(self.dim * 4, self.dim * 4 // reduction),
+                    nn.ReLU(inplace=True),
+                    nn.Linear(self.dim * 4 // reduction, self.dim * 2), 
+                    nn.Sigmoid())
+
+    def forward(self, x1, x2):
+        B, _, H, W = x1.shape
+        x = torch.cat((x1, x2), dim=1)
+        avg = self.avg_pool(x).view(B, self.dim * 2)
+        max = self.max_pool(x).view(B, self.dim * 2)
+        y = torch.cat((avg, max), dim=1) # B 4C
+        y = self.mlp(y).view(B, self.dim * 2, 1)
+        channel_weights = y.reshape(B, 2, self.dim, 1, 1).permute(1, 0, 2, 3, 4) # 2 B C 1 1
+        return channel_weights
+
+
+class SpatialWeights(nn.Module):
+    def __init__(self, dim, reduction=1):
+        super(SpatialWeights, self).__init__()
+        self.dim = dim
+        self.mlp = nn.Sequential(
+                    nn.Conv2d(self.dim * 2, self.dim // reduction, kernel_size=1),
+                    nn.ReLU(inplace=True),
+                    nn.Conv2d(self.dim // reduction, 2, kernel_size=1), 
+                    nn.Sigmoid())
+
+    def forward(self, x1, x2):
+        B, _, H, W = x1.shape
+        x = torch.cat((x1, x2), dim=1) # B 2C H W
+        spatial_weights = self.mlp(x).reshape(B, 2, 1, H, W).permute(1, 0, 2, 3, 4) # 2 B 1 H W
+        return spatial_weights
+
+
+class FeatureRectifyModule(nn.Module):
+    def __init__(self, dim, reduction=1, lambda_c=.5, lambda_s=.5):
+        super(FeatureRectifyModule, self).__init__()
+        self.lambda_c = lambda_c
+        self.lambda_s = lambda_s
+        self.channel_weights = ChannelWeights(dim=dim, reduction=reduction)
+        self.spatial_weights = SpatialWeights(dim=dim, reduction=reduction)
+    
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            trunc_normal_(m.weight, std=.02)
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+        elif isinstance(m, nn.Conv2d):
+            fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels
+            fan_out //= m.groups
+            m.weight.data.normal_(0, math.sqrt(2.0 / fan_out))
+            if m.bias is not None:
+                m.bias.data.zero_()
+    
+    def forward(self, x1, x2):
+        channel_weights = self.channel_weights(x1, x2)
+        spatial_weights = self.spatial_weights(x1, x2)
+        out_x1 = x1 + self.lambda_c * channel_weights[1] * x2 + self.lambda_s * spatial_weights[1] * x2
+        out_x2 = x2 + self.lambda_c * channel_weights[0] * x1 + self.lambda_s * spatial_weights[0] * x1
+        return out_x1, out_x2 
+
+
+# Stage 1
+class CrossAttention(nn.Module):
+    def __init__(self, dim, num_heads=8, qkv_bias=False, qk_scale=None):
+        super(CrossAttention, self).__init__()
+        assert dim % num_heads == 0, f"dim {dim} should be divided by num_heads {num_heads}."
+
+        self.dim = dim
+        self.num_heads = num_heads
+        head_dim = dim // num_heads
+        self.scale = qk_scale or head_dim ** -0.5
+        self.kv1 = nn.Linear(dim, dim * 2, bias=qkv_bias)
+        self.kv2 = nn.Linear(dim, dim * 2, bias=qkv_bias)
+
+    def forward(self, x1, x2):
+        B, N, C = x1.shape
+        q1 = x1.reshape(B, -1, self.num_heads, C // self.num_heads).permute(0, 2, 1, 3).contiguous()
+        q2 = x2.reshape(B, -1, self.num_heads, C // self.num_heads).permute(0, 2, 1, 3).contiguous()
+        
+        k1, v1 = self.kv1(x1).reshape(B, -1, 2, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4).contiguous()
+        k2, v2 = self.kv2(x2).reshape(B, -1, 2, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4).contiguous()
+
+        # q,k,v  B H N C
+        
+        ctx1 = (k1.transpose(-2, -1) @ v1) * self.scale  # B H C C
+        ctx1 = ctx1.softmax(dim=-2)
+        ctx2 = (k2.transpose(-2, -1) @ v2) * self.scale  # B H C C
+        ctx2 = ctx2.softmax(dim=-2)
+
+        x1 = (q1 @ ctx2).permute(0, 2, 1, 3).reshape(B, N, C).contiguous() 
+        x2 = (q2 @ ctx1).permute(0, 2, 1, 3).reshape(B, N, C).contiguous() 
+
+        return x1, x2
+
+
+class CrossPath(nn.Module):
+    def __init__(self, dim, reduction=1, num_heads=None, norm_layer=nn.LayerNorm):
+        super().__init__()
+        self.channel_proj1 = nn.Linear(dim, dim // reduction * 2)
+        self.channel_proj2 = nn.Linear(dim, dim // reduction * 2)
+        self.act1 = nn.ReLU(inplace=True)
+        self.act2 = nn.ReLU(inplace=True)
+        self.cross_attn = CrossAttention(dim // reduction, num_heads=num_heads)
+        self.end_proj1 = nn.Linear(dim // reduction * 2, dim)
+        self.end_proj2 = nn.Linear(dim // reduction * 2, dim)
+        self.norm1 = norm_layer(dim)
+        self.norm2 = norm_layer(dim)
+
+    def forward(self, x1, x2):
+        y1, u1 = self.act1(self.channel_proj1(x1)).chunk(2, dim=-1)
+        y2, u2 = self.act2(self.channel_proj2(x2)).chunk(2, dim=-1)
+        v1, v2 = self.cross_attn(u1, u2)
+        y1 = torch.cat((y1, v1), dim=-1)
+        y2 = torch.cat((y2, v2), dim=-1)
+        out_x1 = self.norm1(x1 + self.end_proj1(y1))
+        out_x2 = self.norm2(x2 + self.end_proj2(y2))
+        return out_x1, out_x2
+
+
+# Stage 2
+class ChannelEmbed(nn.Module):
+    def __init__(self, in_channels, out_channels, reduction=1, norm_layer=nn.BatchNorm2d):
+        super(ChannelEmbed, self).__init__()
+        self.out_channels = out_channels
+        self.residual = nn.Conv2d(in_channels, out_channels, kernel_size=1, bias=False)
+        self.channel_embed = nn.Sequential(
+                        nn.Conv2d(in_channels, out_channels//reduction, kernel_size=1, bias=True),
+                        nn.Conv2d(out_channels//reduction, out_channels//reduction, kernel_size=3, stride=1, padding=1, bias=True, groups=out_channels//reduction),
+                        nn.ReLU(inplace=True),
+                        nn.Conv2d(out_channels//reduction, out_channels, kernel_size=1, bias=True),
+                        norm_layer(out_channels) 
+                        )
+        self.norm = norm_layer(out_channels)
+        
+    def forward(self, x, H, W):
+        B, N, _C = x.shape
+        x = x.permute(0, 2, 1).reshape(B, _C, H, W).contiguous()
+        residual = self.residual(x)
+        x = self.channel_embed(x)
+        out = self.norm(residual + x)
+        return out
+
+
+class FeatureFusionModule(nn.Module):
+    def __init__(self, dim, reduction=1, num_heads=None, norm_layer=nn.BatchNorm2d):
+        super().__init__()
+        self.cross = CrossPath(dim=dim, reduction=reduction, num_heads=num_heads)
+        self.channel_emb = ChannelEmbed(in_channels=dim*2, out_channels=dim, reduction=reduction, norm_layer=norm_layer)
+        self.apply(self._init_weights)
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            trunc_normal_(m.weight, std=.02)
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+        elif isinstance(m, nn.Conv2d):
+            fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels
+            fan_out //= m.groups
+            m.weight.data.normal_(0, math.sqrt(2.0 / fan_out))
+            if m.bias is not None:
+                m.bias.data.zero_()
+
+    def forward(self, x1, x2):
+        B, C, H, W = x1.shape
+        x1 = x1.flatten(2).transpose(1, 2)
+        x2 = x2.flatten(2).transpose(1, 2)
+        x1, x2 = self.cross(x1, x2) 
+        merge = torch.cat((x1, x2), dim=-1)
+        merge = self.channel_emb(merge, H, W)
+        
+        return merge
+    
\ No newline at end of file
diff --git a/TruFor_train_test/lib/utils.py b/TruFor_train_test/lib/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..a8c035070c3cd6e37de378ab2f6552f37c25f3c5
--- /dev/null
+++ b/TruFor_train_test/lib/utils.py
@@ -0,0 +1,308 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+import logging
+import time
+from pathlib import Path
+
+import numpy as np
+
+import torch
+import torch.nn as nn
+
+import matplotlib
+matplotlib.use('agg')
+import matplotlib.pyplot as plt
+import itertools
+
+
+
+def adjust_learning_rate(optimizer, base_lr, max_iters, cur_iters, power=0.9):
+    lr = base_lr*((1-float(cur_iters)/max_iters)**(power))
+    for i, param_group in enumerate(optimizer.param_groups):
+        param_group['lr'] = lr
+    return lr
+
+
+class FullModel(nn.Module):
+    """
+    Distribute the loss on multi-gpu to reduce the memory cost in the main gpu.
+    """
+    def __init__(self, model, config=None):
+        super(FullModel, self).__init__()
+        self.model = model
+        self.model_name = config.MODEL.NAME
+        self.cfg = config
+        self.losses = config.LOSS.LOSSES
+        self.loss_loc, self.loss_conf, self.loss_det = get_criterion(config)
+
+    def forward(self, labels=None, rgbs=None):
+        outputs, conf, det, npp = self.model(rgbs)
+        final_loss = 0
+        for (l,w,_) in self.losses:
+            if l == 'LOC':
+                loss = self.loss_loc(outputs, labels)     # localization loss
+            elif l == 'CONF':
+                loss = self.loss_conf(outputs, labels, conf)  # confidence loss
+            elif l == 'DET':
+                loss = self.loss_det(det, labels)             # detection loss
+
+            loss = torch.unsqueeze(loss, 0)
+            final_loss += w * loss
+
+        return final_loss, outputs, conf, det
+
+
+
+
+
+def get_model(config):
+    if config.MODEL.NAME == 'detconfcmx':
+        from lib.models.cmx.builder_np_conf import EncoderDecoder as detconfcmx
+        return detconfcmx(cfg=config)
+    else:
+        raise NotImplementedError("Model not implemented")
+
+
+def get_criterion(config):
+    ignore_label = config.TRAIN.IGNORE_LABEL
+    smooth       = config.LOSS.SMOOTH
+    weight       = torch.FloatTensor(config.DATASET.CLASS_WEIGHTS)
+
+    losses         = config.LOSS.LOSSES
+    detection      = config.MODEL.EXTRA.DETECTION
+
+    criterion_loc, criterion_conf, criterion_det = None, None, None
+
+    for (l,_,criterion) in losses:
+        assert l in ['LOC', 'CONF', 'DET']
+
+        # Training the Localization Network
+        if l == 'LOC':
+            if criterion == 'dice':
+                from lib.core.criterion import DiceLoss
+                criterion_loc = DiceLoss(ignore_label=ignore_label, smooth=smooth).cuda()
+            elif criterion == 'binary_dice':
+                from lib.core.criterion import BinaryDiceLoss
+                criterion_loc = BinaryDiceLoss(ignore_label=ignore_label, smooth=smooth).cuda()
+            elif criterion == 'cross_entropy':
+                from lib.core.criterion import CrossEntropy
+                criterion_loc = CrossEntropy(ignore_label=ignore_label, weight=weight).cuda()
+            elif criterion == 'dice_entropy':
+                from lib.core.criterion import DiceEntropyLoss
+                criterion_loc = DiceEntropyLoss(ignore_label=ignore_label, weight=weight, smooth=smooth).cuda()
+            else:
+                raise ValueError('Localization loss not implemented')
+
+        # Training the Confidence
+        elif l == 'CONF':
+            if criterion == 'mse':
+                from lib.core.criterion_conf import MSE
+                criterion_conf = MSE().cuda()
+            else:
+                raise ValueError('Confidence loss not implemented')
+
+        # Training the Detector
+        elif l == 'DET':
+            if detection is not None and not detection == 'none':
+                if criterion == 'cross_entropy':
+                    from lib.core.criterion_det import CrossEntropy
+                    criterion_det = CrossEntropy().cuda()
+                else:
+                    raise ValueError('Detection loss not implemented')
+
+    return criterion_loc, criterion_conf, criterion_det
+
+
+
+def get_optimizer(model, config):
+    if 'cmx' in config.MODEL.NAME:
+        from lib.models.cmx.init_func import group_weight
+        params_list = []
+        params_list = group_weight(params_list, model, nn.BatchNorm2d, config.TRAIN.LR)
+    else:
+        params_list = [{'params': filter(lambda p: p.requires_grad, model.parameters()), 'lr': config.TRAIN.LR}]
+
+    if config.TRAIN.OPTIMIZER == 'sgd':
+        optimizer = torch.optim.SGD(params_list,
+                                    lr = config.TRAIN.LR,
+                                    momentum = config.TRAIN.MOMENTUM,
+                                    weight_decay = config.TRAIN.WD,
+                                    nesterov = config.TRAIN.NESTEROV)
+    elif config.TRAIN.OPTIMIZER == 'adam':
+        optimizer = torch.optim.Adam(params_list,
+                                     lr = config.TRAIN.LR,
+                                     betas = (0.9, 0.999),
+                                     weight_decay = config.TRAIN.WD)
+    else:
+        raise ValueError('Optimizer not implemented')
+
+    return optimizer
+
+
+
+
+class AverageMeter(object):
+    """Computes and stores the average and current value"""
+
+    def __init__(self):
+        self.initialized = False
+        self.val = None
+        self.avg = None
+        self.sum = None
+        self.count = None
+
+    def initialize(self, val, weight):
+        self.val = val
+        self.avg = val
+        self.sum = val * weight
+        self.count = weight
+        self.initialized = True
+
+    def update(self, val, weight=1):
+        if not self.initialized:
+            self.initialize(val, weight)
+        else:
+            self.add(val, weight)
+
+    def add(self, val, weight):
+        self.val = val
+        self.sum += val * weight
+        self.count += weight
+        self.avg = self.sum / self.count
+
+    def value(self):
+        return self.val
+
+    def average(self):
+        return self.avg
+
+
+
+def create_logger(cfg, cfg_name, phase='train'):
+    root_output_dir = Path(cfg.OUTPUT_DIR)
+    # set up logger
+    if not root_output_dir.exists():
+        print('=> creating {}'.format(root_output_dir))
+        root_output_dir.mkdir()
+
+    model = cfg.MODEL.NAME
+    final_output_dir = root_output_dir / cfg_name
+
+    print('=> creating {}'.format(final_output_dir))
+    final_output_dir.mkdir(parents=True, exist_ok=True)
+
+    time_str = time.strftime('%Y-%m-%d-%H-%M')
+    log_file = '{}_{}_{}.log'.format(cfg_name.replace('/','_'), time_str, phase)
+    final_log_file = final_output_dir / log_file
+    head = '%(asctime)-15s %(message)s'
+    logging.basicConfig(filename=str(final_log_file), format=head)
+    logger = logging.getLogger()
+    logger.setLevel(logging.INFO)
+    console = logging.StreamHandler()
+    logging.getLogger('').addHandler(console)
+
+    tensorboard_log_dir = Path(cfg.LOG_DIR) / model / (cfg_name + '_' + time_str)
+    return logger, str(final_output_dir), str(tensorboard_log_dir)
+
+
+
+def get_confusion_matrix(label, pred, size, num_class, ignore=-1):
+    """
+    Calcute the confusion matrix by given label and pred
+    """
+    output = pred.cpu().numpy().transpose(0, 2, 3, 1)
+    seg_pred = np.asarray(np.argmax(output, axis=3), dtype=np.uint8)
+    seg_gt = np.asarray(
+    label.cpu().numpy()[:, :size[-2], :size[-1]], dtype=np.int)
+
+    ignore_index = seg_gt != ignore
+    seg_gt = seg_gt[ignore_index]
+    seg_pred = seg_pred[ignore_index]
+
+    index = (seg_gt * num_class + seg_pred).astype('int32')
+    label_count = np.bincount(index)
+    confusion_matrix = np.zeros((num_class, num_class))
+
+    for i_label in range(num_class):
+        for i_pred in range(num_class):
+            cur_index = i_label * num_class + i_pred
+            if cur_index < len(label_count):
+                confusion_matrix[i_label,
+                                 i_pred] = label_count[cur_index]
+    return confusion_matrix
+
+
+
+#### se ho un canale
+def get_confusion_matrix_1ch(label, confid, size, num_class, ignore=-1):
+    """
+    Calcute the confusion matrix by given label and pred
+    """
+    #label: tcp_binary 
+
+    output = confid.squeeze(dim=1).cpu().numpy()
+    
+    # confid is without the sigmoid, so have to do >0
+    seg_pred = np.asarray(output>0, dtype=np.uint8)
+    seg_gt = np.asarray(
+        label.cpu().numpy()[:, :size[-2], :size[-1]], dtype=np.int)
+
+    ignore_index = seg_gt != ignore
+    seg_gt = seg_gt[ignore_index]
+    seg_pred = seg_pred[ignore_index]
+
+    index = (seg_gt * num_class + seg_pred).astype('int32')
+    label_count = np.bincount(index)
+    confusion_matrix = np.zeros((num_class, num_class))
+
+    for i_label in range(num_class):
+        for i_pred in range(num_class):
+            cur_index = i_label * num_class + i_pred
+            if cur_index < len(label_count):
+                confusion_matrix[i_label,
+                                 i_pred] = label_count[cur_index]
+    return confusion_matrix
+
+
+def plot_confusion_matrix(confusion_matrix):    
+    
+    fig = plt.figure(figsize=(3, 3), dpi=200, facecolor='w', edgecolor='k')
+    ax = fig.add_subplot(1, 1, 1)
+    im = ax.imshow(confusion_matrix, cmap='bwr')
+    
+    ax.set_xlabel('Predicted', fontsize=10)
+    ax.set_xticks([0,1])
+    ax.xaxis.set_label_position('bottom')
+    ax.xaxis.tick_bottom()
+
+    ax.set_ylabel('True Label', fontsize=10)
+    ax.set_yticks([0,1])
+    ax.yaxis.set_label_position('left')
+    ax.yaxis.tick_left()
+    
+    for i, j in itertools.product(range(2), range(2)):
+        ax.text(j, i, format(confusion_matrix[i, j], '.3e') if confusion_matrix[i,j]!=0 else '.', horizontalalignment="center", fontsize=10, verticalalignment='center', color= "black")
+    
+    fig.set_tight_layout(True)
+    fig.colorbar(im,fraction=0.046, pad=0.04)
+    
+    fig.canvas.draw()
+    canvas = fig.canvas.tostring_rgb()
+    ncols, nrows = fig.canvas.get_width_height()
+    cm = np.frombuffer(canvas, dtype=np.uint8).reshape(nrows, ncols, 3).transpose(2, 0, 1)
+    plt.close(fig)
+    return cm
diff --git a/TruFor_train_test/metrics.py b/TruFor_train_test/metrics.py
new file mode 100644
index 0000000000000000000000000000000000000000..f9b48fd5f3d9beff286249a26b3f7a934a47b1db
--- /dev/null
+++ b/TruFor_train_test/metrics.py
@@ -0,0 +1,186 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+@author: davide.cozzolino
+"""
+
+
+import os
+import numpy as np
+
+
+
+def extractGTs(gt, erodeKernSize=15, dilateKernSize=11):
+    from scipy.ndimage.filters import minimum_filter, maximum_filter
+    gt1 = minimum_filter(gt, erodeKernSize)
+    gt0 = np.logical_not(maximum_filter(gt, dilateKernSize))
+    return gt0, gt1
+
+
+def computeMetricsContinue(values, gt0, gt1):
+    values = values.flatten().astype(np.float32)
+    gt0 = gt0.flatten().astype(np.float32)
+    gt1 = gt1.flatten().astype(np.float32)
+    
+    inds = np.argsort(values) 
+    inds = inds[(gt0[inds]+gt1[inds])>0]
+    vet_th = values[inds]
+    gt0 = gt0[inds]
+    gt1 = gt1[inds]
+        
+    TN = np.cumsum(gt0)
+    FN = np.cumsum(gt1)
+    FP = np.sum(gt0) - TN
+    TP = np.sum(gt1) - FN
+    
+    msk = np.pad(vet_th[1:]>vet_th[:-1], (0,1), mode='constant', constant_values=True)
+    FP = FP[msk]
+    TP = TP[msk]
+    FN = FN[msk]
+    TN = TN[msk]
+    vet_th = vet_th[msk]
+    
+    return FP, TP, FN, TN, vet_th
+
+
+def computeMetrics_th(values, gt, gt0, gt1, th):    
+    values = values>th
+    values = values.flatten().astype(np.uint8)
+    gt  = gt.flatten().astype(np.uint8)
+    gt0 = gt0.flatten().astype(np.uint8)
+    gt1 = gt1.flatten().astype(np.uint8)
+    
+    gt     = gt[(gt0+gt1)>0]
+    values = values[(gt0+gt1)>0]
+
+    from sklearn.metrics import confusion_matrix
+    cm = confusion_matrix(gt, values)
+    
+    TN = cm[0, 0]
+    FN = cm[1, 0]
+    FP = cm[0, 1]
+    TP = cm[1, 1]
+    
+    return FP, TP, FN, TN
+
+
+def computeMCC(FP, TP, FN, TN):
+    FP = np.float64(FP)
+    TP = np.float64(TP)
+    FN = np.float64(FN)
+    TN = np.float64(TN)
+    return np.abs(TP*TN - FP*FN) / np.maximum(np.sqrt((TP + FP)*(TP + FN)*(TN + FP)*(TN + FN) ), 1e-32)
+
+
+def computeF1(FP, TP, FN, TN):
+    return 2*TP / np.maximum((2*TP + FN + FP), 1e-32)
+
+
+
+def computeLocalizationMetrics(map, gt):
+    gt0, gt1 = extractGTs(gt)
+    
+    # best threshold
+    try:
+        FP, TP, FN, TN, _  = computeMetricsContinue(map, gt0, gt1)
+        f1  = computeF1(FP, TP, FN, TN)
+        f1i = computeF1(TN, FN, TP, FP)
+        F1_best = max(np.max(f1), np.max(f1i))
+    except:
+        import traceback
+        traceback.print_exc()
+        F1_best = np.nan
+    
+    # fixed threshold
+    try:
+        FP, TP, FN, TN  = computeMetrics_th(map, gt, gt0, gt1, 0.5)
+        f1  = computeF1(FP, TP, FN, TN)
+        f1i = computeF1(TN, FN, TP, FP)
+        F1_th = max(f1, f1i)
+    except:
+        import traceback
+        traceback.print_exc()
+        F1_th = np.nan
+        
+    return F1_best, F1_th
+    
+    
+def computeDetectionMetrics(scores, labels):
+    lbl = np.array(labels)
+    lbl = lbl[np.isfinite(scores)]
+    
+    scores = np.array(scores, dtype='float32')
+    scores[scores==np.PINF]  = np.nanmax(scores[scores<np.PINF])
+    scores = scores[np.isfinite(scores)]
+    assert lbl.shape == scores.shape
+
+    # AUC
+    from sklearn.metrics import roc_auc_score
+    AUC = roc_auc_score(lbl, scores)
+
+    # Balanced Accuracy
+    from sklearn.metrics import balanced_accuracy_score
+    bACC = balanced_accuracy_score(lbl, scores>0.5)
+    
+    return AUC, bACC
+    
+
+
+
+# ---------------------------------------------------------------------------- #
+# DETECTION METRICS
+# ---------------------------------------------------------------------------- #
+'''
+path = '/path-to-DSO1-dataset/'
+
+from glob import glob
+scores = []
+labels = []
+
+for map_path in glob(path + 'normal*'):
+    scores.append(np.load(map_path)['score'])
+    labels.append(0)
+for map_path in glob(path + 'splicing*'):
+    scores.append(np.load(map_path)['score'])
+    labels.append(1)
+    
+print(computeDetectionMetrics(scores, labels))
+'''
+
+
+# ---------------------------------------------------------------------------- #
+# LOCALIZATION METRICS
+# ---------------------------------------------------------------------------- #
+'''
+path    = '/path-to-DSO1-dataset/'
+gt_path = '/path-to-DSO1-masks/'
+
+from glob import glob
+from tqdm import tqdm
+from PIL import Image
+import os
+
+F1_best_list = []
+F1_th_list   = []
+for map_path in tqdm(glob(path + 'splicing*')):
+    map = np.load(map_path)['map']
+    
+    # gt can be <0.1 or >0.1 depending on the dataset. DSO-1 has inverted masks, so <
+    gt  = np.array(Image.open(gt_path + os.path.basename(map_path[:-4])).convert('L')) < 0.1
+    assert gt.shape == map.shape
+    F1_best, F1_th = computeLocalizationMetrics(map, gt)
+    F1_best_list.append(F1_best)
+    F1_th_list.append(F1_th)
+    
+print('skipped:', np.count_nonzero(np.isnan(F1_best_list)))
+print(np.nanmean(F1_best_list), np.nanmean(F1_th_list))
+'''
diff --git a/TruFor_train_test/pretrained_models/noiseprint++/noiseprint++.th b/TruFor_train_test/pretrained_models/noiseprint++/noiseprint++.th
new file mode 100644
index 0000000000000000000000000000000000000000..4019c502146f94b543cd618ade4f221a91dba1f7
--- /dev/null
+++ b/TruFor_train_test/pretrained_models/noiseprint++/noiseprint++.th
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51c153596efecdfc9bdff1b961d63855b943e6a8fd37083cc7499e60b36dd8bf
+size 2267965
diff --git a/TruFor_train_test/pretrained_models/segformers/mit_b2.pth b/TruFor_train_test/pretrained_models/segformers/mit_b2.pth
new file mode 100644
index 0000000000000000000000000000000000000000..7cefbc5891923a54703b08770ca337d913e58445
--- /dev/null
+++ b/TruFor_train_test/pretrained_models/segformers/mit_b2.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ced22617efb7bae3c34ad0a80f20a9b8afb4d27368cb0835a23456baa9d0e092
+size 98887027
diff --git a/TruFor_train_test/project_config.py b/TruFor_train_test/project_config.py
new file mode 100644
index 0000000000000000000000000000000000000000..43e5774748624fd460f7aafe48454c46b4d52c84
--- /dev/null
+++ b/TruFor_train_test/project_config.py
@@ -0,0 +1,11 @@
+from pathlib import Path
+project_root = Path(__file__).parent
+
+dataset_paths = {
+    # Specify where are the roots of the datasets.
+    'FR'       : 'path/to/FR',
+    'IMD'      : 'path/to/IMD',
+    'CA'       : 'path/to/CA',
+    'tampCOCO' : 'path/to/tampCOCO',
+    'compRAISE': 'path/to/compRAISE',
+}
diff --git a/TruFor_train_test/test.py b/TruFor_train_test/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..ad899035a5d907eb8c7a06c619448f45a69cc1de
--- /dev/null
+++ b/TruFor_train_test/test.py
@@ -0,0 +1,154 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+import sys, os
+import argparse
+import numpy as np
+from tqdm import tqdm
+from glob import glob
+
+import torch
+from torch.nn import functional as F
+
+path = os.path.join(os.path.dirname(os.path.realpath(__file__)), '..')
+if path not in sys.path:
+    sys.path.insert(0, path)
+
+from lib.config import config, update_config
+from lib.utils import get_model
+from dataset.dataset_test import TestDataset
+
+parser = argparse.ArgumentParser(description='Test TruFor')
+parser.add_argument('-g',   '--gpu',     type=int, default=0, help='device, use -1 for cpu')
+parser.add_argument('-in',  '--input',   type=str, default='../images', help='can be a single file, a directory or a glob statement')
+parser.add_argument('-out', '--output',  type=str, default='../output', help='output folder')
+parser.add_argument('-exp', '--experiment', type=str, default='trufor_ph3')
+parser.add_argument('-save_np', '--save_np', action='store_true', help='whether to save the Noiseprint++ or not')
+parser.add_argument('opts', help="other options", default=None, nargs=argparse.REMAINDER)
+
+args = parser.parse_args()
+update_config(config, args)
+
+input   = args.input
+output  = args.output
+gpu     = args.gpu
+save_np = args.save_np
+
+device = 'cuda:%d' % gpu if gpu >= 0 else 'cpu'
+
+if device != 'cpu':
+    # cudnn setting
+    import torch.backends.cudnn as cudnn
+    cudnn.benchmark = config.CUDNN.BENCHMARK
+    cudnn.deterministic = config.CUDNN.DETERMINISTIC
+    cudnn.enabled = config.CUDNN.ENABLED
+
+if '*' in input:
+    list_img = glob(input, recursive=True)
+    list_img = [img for img in list_img if not os.path.isdir(img)]
+elif os.path.isfile(input):
+    list_img = [input]
+elif os.path.isdir(input):
+    list_img = glob(os.path.join(input, '**/*'), recursive=True)
+    list_img = [img for img in list_img if not os.path.isdir(img)]
+else:
+    raise ValueError("input is neither a file or a folder")
+
+test_dataset = TestDataset(list_img=list_img)
+
+testloader = torch.utils.data.DataLoader(
+    test_dataset,
+    batch_size=1)   # 1 to allow arbitrary input sizes
+
+if config.TEST.MODEL_FILE:
+    model_state_file = config.TEST.MODEL_FILE
+else:
+    raise ValueError("Model file is not specified.")
+
+print('=> loading model from {}'.format(model_state_file))
+checkpoint = torch.load(model_state_file, map_location=torch.device(device))
+print("Epoch: {}".format(checkpoint['epoch']))
+
+model = get_model(config)
+model.load_state_dict(checkpoint['state_dict'])
+model = model.to(device)
+
+with torch.no_grad():
+    for index, (rgb, path) in enumerate(tqdm(testloader)):
+        if os.path.splitext(os.path.basename(output))[1] == '':  # output is a directory
+            path = path[0]
+            root = input.split('*')[0]
+
+            if os.path.isfile(input):
+                sub_path = path.replace(os.path.dirname(root), '').strip()
+            else:
+                sub_path = path.replace(root, '').strip()
+
+            if sub_path.startswith('/'):
+                sub_path = sub_path[1:]
+
+            filename_out = os.path.join(output, sub_path) + '.npz'
+        else:  # output is a filename
+            filename_out = output
+
+        if not filename_out.endswith('.npz'):
+            filename_out = filename_out + '.npz'
+
+        # by default it does not overwrite
+        if not (os.path.isfile(filename_out)):
+            try:
+                rgb = rgb.to(device)
+                model.eval()
+
+                det  = None
+                conf = None
+
+                pred, conf, det, npp = model(rgb, save_np=save_np)
+
+                if conf is not None:
+                    conf = torch.squeeze(conf, 0)
+                    conf = torch.sigmoid(conf)[0]
+                    conf = conf.cpu().numpy()
+
+                if npp is not None:
+                    npp = torch.squeeze(npp, 0)[0]
+                    npp = npp.cpu().numpy()
+
+                if det is not None:
+                    det_sig = torch.sigmoid(det).item()
+
+                pred = torch.squeeze(pred, 0)
+                pred = F.softmax(pred, dim=0)[1]
+                pred = pred.cpu().numpy()
+
+                out_dict = dict()
+                out_dict['map'    ] = pred
+                out_dict['imgsize'] = tuple(rgb.shape[2:])
+                if det is not None:
+                    out_dict['score'] = det_sig
+                if conf is not None:
+                    out_dict['conf'] = conf
+                if save_np:
+                    out_dict['np++'] = npp
+
+                from os import makedirs
+                makedirs(os.path.dirname(filename_out), exist_ok=True)
+                np.savez(filename_out, **out_dict)
+            except:
+                import traceback
+                traceback.print_exc()
+                pass
+
diff --git a/TruFor_train_test/train.py b/TruFor_train_test/train.py
new file mode 100644
index 0000000000000000000000000000000000000000..803d6786d0afa03990607acdfb404e4bb2821016
--- /dev/null
+++ b/TruFor_train_test/train.py
@@ -0,0 +1,231 @@
+# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+# Copyright (c) 2023 Image Processing Research Group of University Federico II of Naples ('GRIP-UNINA').
+#
+# All rights reserved.
+# This work should only be used for nonprofit purposes.
+#
+# By downloading and/or using any of these files, you implicitly agree to all the
+# terms of the license, as specified in the document LICENSE.txt
+# (included in this package) and online at
+# http://www.grip.unina.it/download/LICENSE_OPEN.txt
+
+"""
+Created in September 2022
+@author: fabrizio.guillaro
+"""
+
+import sys, os
+path = os.path.join(os.path.dirname(os.path.realpath(__file__)), '..')
+if path not in sys.path:
+    sys.path.insert(0, path)
+
+import argparse
+
+import logging
+import time
+import timeit
+
+import gc
+import numpy as np
+
+import torch
+import torch.backends.cudnn as cudnn
+import torch.optim
+torch.autograd.set_detect_anomaly(True)
+from tensorboardX import SummaryWriter
+
+from lib.config import config, update_config
+from lib.core.function import train, validate
+from lib.utils import get_model, get_optimizer
+from lib.utils import create_logger, FullModel, adjust_learning_rate
+
+from dataset.data_core import myDataset
+import albumentations
+
+
+def main():
+    parser = argparse.ArgumentParser(description='Train TruFor')
+    parser.add_argument('-exp', '--experiment', type=str)
+    parser.add_argument('-g',   '--gpu', type=int, default=[0], nargs="+", help='device(s)')
+    parser.add_argument('opts', help='other options', default=None, nargs=argparse.REMAINDER)
+    args = parser.parse_args()
+    
+    os.environ["CUDA_VISIBLE_DEVICES"] = ','.join(str(x) for x in args.gpu)
+    args.gpu = range(len(args.gpu))
+
+    update_config(config, args)
+
+    logger, final_output_dir, tb_log_dir = create_logger(config, f'{args.experiment}', 'train')
+    logger.info(config)
+    logger.info('\n')
+
+    # cudnn setting
+    cudnn.benchmark     = config.CUDNN.BENCHMARK
+    cudnn.deterministic = config.CUDNN.DETERMINISTIC
+    cudnn.enabled       = config.CUDNN.ENABLED
+
+    gpus = list(config.GPUS)
+
+    writer_dict = {
+        'writer': SummaryWriter(tb_log_dir),
+        'train_global_steps': 0,
+        'valid_global_steps': 0,
+    }
+
+    if config.TRAIN.AUG is not None:
+        aug_train = albumentations.load(config.TRAIN.AUG, data_format='yaml')
+    else:
+        aug_train = None
+
+    if config.VALID.AUG is not None:
+        aug_valid = albumentations.load(config.VALID.AUG, data_format='yaml')
+    else:
+        aug_valid = None
+
+    logger.info(f'Train augmentation: {config.TRAIN.AUG} {aug_train}')
+    logger.info(f'Validation augmentation: {config.VALID.AUG} {aug_valid}')
+
+    crop_size = (config.TRAIN.IMAGE_SIZE[1], config.TRAIN.IMAGE_SIZE[0])
+    train_dataset = myDataset(config, crop_size=crop_size, grid_crop=False, mode='train', aug=aug_train)
+    valid_dataset = myDataset(config, crop_size=None, grid_crop=False, mode="valid", aug=aug_valid,
+                              max_dim=config.VALID.MAX_SIZE)
+
+    trainloader = torch.utils.data.DataLoader(
+        train_dataset,
+        batch_size  = config.TRAIN.BATCH_SIZE_PER_GPU*len(gpus),
+        shuffle     = config.TRAIN.SHUFFLE,
+        num_workers = config.WORKERS)
+
+    validloader = torch.utils.data.DataLoader(
+        valid_dataset,
+        batch_size  = 1,      # 1 to allow arbitrary input sizes
+        shuffle     = False,  # must be False to get accurate filename
+        num_workers = config.WORKERS)
+
+    # model
+    model = get_model(config)
+    model = torch.nn.DataParallel(model, device_ids=gpus).cuda()
+    model = FullModel(model, config)
+
+    # optimizer
+    optimizer = get_optimizer(model, config)
+
+    epoch_iters = np.int32(train_dataset.__len__() / config.TRAIN.BATCH_SIZE_PER_GPU / len(gpus))
+
+    best_key = config.VALID.BEST_KEY
+    if 'loss' in best_key:
+        best_value = np.inf
+    else:
+        best_value = 0
+    logger.info(f'best valid key: {best_key}')
+
+
+    last_epoch = 0
+    if not config.TRAIN.PRETRAINING == '' and not config.TRAIN.PRETRAINING == None:
+        model_state_file = config.TRAIN.PRETRAINING
+        assert os.path.isfile(model_state_file)
+        checkpoint = torch.load(model_state_file, map_location=lambda storage, loc: storage)
+        state_dict = checkpoint['state_dict']
+        try:
+            model.model.module.load_state_dict(state_dict, strict=False)
+        except:
+            state_dict = {k: state_dict[k] for k in state_dict if not k.startswith('detection')}
+            model.model.module.load_state_dict(state_dict, strict=False)
+        del checkpoint
+        del state_dict
+        logger.info("=> loaded pretraining ({})".format(model_state_file))
+
+        
+    if config.TRAIN.RESUME:
+        model_state_file = os.path.join(final_output_dir, 'checkpoint.pth.tar')
+        if os.path.isfile(model_state_file):
+            checkpoint = torch.load(model_state_file, map_location=lambda storage, loc: storage)
+            best_value = checkpoint['best_value']
+            assert checkpoint['best_key']==best_key
+            last_epoch = checkpoint['epoch']
+            model.model.module.load_state_dict(checkpoint['state_dict'])
+            optimizer.load_state_dict(checkpoint['optimizer'])
+            logger.info("=> loaded checkpoint (epoch {})".format(checkpoint['epoch']))
+            writer_dict['train_global_steps'] = last_epoch
+        else:
+            logger.info("No previous checkpoint.")
+
+
+    end_epoch = config.TRAIN.END_EPOCH + config.TRAIN.EXTRA_EPOCH
+    num_iters = config.TRAIN.END_EPOCH * epoch_iters
+    start_epoch = last_epoch
+    if config.VALID.FIRST_VALID:
+        start_epoch = start_epoch -1
+
+    for epoch in range(start_epoch, end_epoch):
+        # train
+        if epoch>=last_epoch:
+            train_dataset.shuffle()  # for class-balanced sampling
+
+            print(f'TRAINING epoch {epoch}:')
+            train(epoch, config.TRAIN.END_EPOCH,
+                  epoch_iters, config.TRAIN.LR, num_iters,
+                  trainloader, optimizer, model, writer_dict,
+                  adjust_learning_rate=adjust_learning_rate)
+
+            torch.cuda.empty_cache()
+            gc.collect()
+            time.sleep(1.0)
+            
+            logger.info('=> saving checkpoint to {}'.format(
+                os.path.join(final_output_dir, 'checkpoint.pth.tar')))
+            torch.save({
+                'epoch': epoch + 1,
+                'best_value': best_value,
+                'best_key': best_key,
+                'state_dict': model.model.module.state_dict(),
+                'optimizer': optimizer.state_dict(),
+            }, os.path.join(final_output_dir, 'checkpoint.pth.tar'))
+
+
+        # valid
+        print(f'VALIDATION epoch {epoch}:')
+        writer_dict['valid_global_steps'] = epoch
+
+        value_valid, IoU_array, confusion_matrix = \
+            validate(config, validloader, model, writer_dict, "valid")
+
+        torch.cuda.empty_cache()
+        gc.collect()
+        time.sleep(3.0)
+
+        if 'loss' in best_key:
+            if value_valid[best_key] < best_value:  # smallest loss
+                best_value = value_valid[best_key]
+                torch.save({
+                    'epoch': epoch + 1,
+                    'best_value': best_value,
+                    'best_key': best_key,
+                    'state_dict': model.model.module.state_dict(),
+                    'optimizer': optimizer.state_dict(),
+                }, os.path.join(final_output_dir, 'best.pth.tar'))
+                logger.info("best.pth.tar updated.")
+
+        elif value_valid[best_key] > best_value:  # highest metric
+            best_value = value_valid[best_key]
+            torch.save({
+                'epoch': epoch + 1,
+                'best_value': best_value,
+                'best_key': best_key,
+                'state_dict': model.model.module.state_dict(),
+                'optimizer': optimizer.state_dict(),
+            }, os.path.join(final_output_dir, 'best.pth.tar'))
+            logger.info("best.pth.tar updated.")
+
+        msg = '(Valid) Loss: {:.3f}, Best_{:s}: {: 4.4f}'.format(
+            value_valid['loss'], best_key, best_value)
+        logging.info(msg)
+        logging.info(IoU_array)
+        logging.info("confusion_matrix:")
+        logging.info(confusion_matrix)
+
+
+
+
+if __name__ == '__main__':
+    main()
diff --git a/TruFor_train_test/trufor_conda.yaml b/TruFor_train_test/trufor_conda.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1321cda2019e1c965cfd392de889e262f8c93414
--- /dev/null
+++ b/TruFor_train_test/trufor_conda.yaml
@@ -0,0 +1,206 @@
+name: trufor
+channels:
+  - pytorch
+  - conda-forge
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=main
+  - _openmp_mutex=4.5=1_gnu
+  - albumentations=1.2.1=pyhd8ed1ab_0
+  - blas=1.0=mkl
+  - brotlipy=0.7.0=py37h27cfd23_1003
+  - bzip2=1.0.8=h7b6447c_0
+  - ca-certificates=2022.6.15=ha878542_0
+  - cairo=1.16.0=h6cf1ce9_1008
+  - certifi=2022.6.15=py37h89c1867_0
+  - cffi=1.15.0=py37hd667e15_1
+  - cloudpickle=2.1.0=pyhd8ed1ab_0
+  - cryptography=37.0.1=py37h9ce1e76_0
+  - cudatoolkit=11.3.1=h2bc3f7f_2
+  - cycler=0.11.0=pyhd8ed1ab_0
+  - cytoolz=0.11.0=py37h5e8e339_3
+  - dask-core=2022.2.0=pyhd8ed1ab_0
+  - dbus=1.13.6=h48d8840_2
+  - decorator=5.1.1=pyhd8ed1ab_0
+  - expat=2.4.1=h9c3ff4c_0
+  - ffmpeg=4.3=hf484d3e_0
+  - fontconfig=2.13.1=hba837de_1005
+  - freetype=2.11.0=h70c0345_0
+  - fsspec=2022.7.1=pyhd8ed1ab_0
+  - gettext=0.19.8.1=h0b5b191_1005
+  - giflib=5.2.1=h7b6447c_0
+  - glib=2.68.3=h9c3ff4c_0
+  - glib-tools=2.68.3=h9c3ff4c_0
+  - gmp=6.2.1=h295c915_3
+  - gnutls=3.6.15=he1e5248_0
+  - graphite2=1.3.13=h58526e2_1001
+  - gst-plugins-base=1.18.4=h29181c9_0
+  - gstreamer=1.18.4=h76c114f_2
+  - harfbuzz=2.8.2=h83ec7ef_0
+  - hdf5=1.10.6=nompi_h3c11f04_101
+  - icu=68.1=h58526e2_0
+  - idna=3.3=pyhd3eb1b0_0
+  - imageio=2.21.1=pyhfa7a67d_0
+  - intel-openmp=2021.4.0=h06a4308_3561
+  - jasper=1.900.1=h07fcdf6_1006
+  - joblib=1.1.0=pyhd3eb1b0_0
+  - jpeg=9e=h7f8727e_0
+  - krb5=1.19.2=hcc1bbae_0
+  - lame=3.100=h7b6447c_0
+  - lcms2=2.12=h3be6417_0
+  - ld_impl_linux-64=2.38=h1181459_0
+  - libblas=3.9.0=12_linux64_mkl
+  - libcblas=3.9.0=12_linux64_mkl
+  - libclang=11.1.0=default_ha53f305_1
+  - libedit=3.1.20191231=he28a2e2_2
+  - libevent=2.1.10=hcdb4288_3
+  - libffi=3.3=he6710b0_2
+  - libgcc-ng=9.3.0=h5101ec6_17
+  - libgfortran-ng=7.5.0=ha8ba4b0_17
+  - libgfortran4=7.5.0=ha8ba4b0_17
+  - libglib=2.68.3=h3e27bee_0
+  - libgomp=9.3.0=h5101ec6_17
+  - libiconv=1.16=h7f8727e_2
+  - libidn2=2.3.2=h7f8727e_0
+  - liblapack=3.9.0=12_linux64_mkl
+  - liblapacke=3.9.0=12_linux64_mkl
+  - libllvm11=11.1.0=hf817b99_2
+  - libopencv=4.4.0=py37_2
+  - libpng=1.6.37=hbc83047_0
+  - libpq=13.3=hd57d9b9_0
+  - libstdcxx-ng=9.3.0=hd4cf53a_17
+  - libtasn1=4.16.0=h27cfd23_0
+  - libtiff=4.2.0=h85742a9_0
+  - libunistring=0.9.10=h27cfd23_0
+  - libuuid=2.32.1=h7f98852_1000
+  - libuv=1.40.0=h7b6447c_0
+  - libwebp=1.2.2=h55f646e_0
+  - libwebp-base=1.2.2=h7f8727e_0
+  - libxcb=1.13=h7f98852_1003
+  - libxkbcommon=1.0.3=he3ba5ed_0
+  - libxml2=2.9.12=h72842e0_0
+  - locket=1.0.0=pyhd8ed1ab_0
+  - lz4-c=1.9.3=h295c915_1
+  - matplotlib-base=3.4.2=py37hdd32ed1_0
+  - mkl=2021.4.0=h06a4308_640
+  - mkl-service=2.4.0=py37h7f8727e_0
+  - mkl_fft=1.3.1=py37hd3c417c_0
+  - mkl_random=1.2.2=py37h51133e4_0
+  - mysql-common=8.0.25=ha770c72_0
+  - mysql-libs=8.0.25=h935591d_0
+  - ncurses=6.3=h7f8727e_2
+  - nettle=3.7.3=hbbd107a_1
+  - networkx=2.5=py_0
+  - ninja=1.10.2=h06a4308_5
+  - ninja-base=1.10.2=hd09550d_5
+  - nspr=4.30=h9c3ff4c_0
+  - nss=3.67=hb5efdd6_0
+  - numpy=1.21.5=py37he7a7128_2
+  - numpy-base=1.21.5=py37hf524024_2
+  - opencv=4.4.0=py37_2
+  - openh264=2.1.1=h4ff587b_0
+  - openssl=1.1.1q=h7f8727e_0
+  - packaging=21.3=pyhd8ed1ab_0
+  - partd=1.3.0=pyhd8ed1ab_0
+  - pcre=8.45=h9c3ff4c_0
+  - pillow=9.0.1=py37h22f2fdc_0
+  - pip=21.2.2=py37h06a4308_0
+  - pixman=0.40.0=h36c2ea0_0
+  - pthread-stubs=0.4=h36c2ea0_1001
+  - py-opencv=4.4.0=py37h43977f1_2
+  - pycparser=2.21=pyhd3eb1b0_0
+  - pyopenssl=22.0.0=pyhd3eb1b0_0
+  - pyparsing=3.0.9=pyhd8ed1ab_0
+  - pysocks=1.7.1=py37_1
+  - python=3.7.13=h12debd9_0
+  - python-dateutil=2.8.2=pyhd8ed1ab_0
+  - python_abi=3.7=2_cp37m
+  - pytorch=1.11.0=py3.7_cuda11.3_cudnn8.2.0_0
+  - pytorch-mutex=1.0=cuda
+  - pywavelets=1.1.1=py37h902c9e0_3
+  - qt=5.12.9=hda022c4_4
+  - qudida=0.0.4=pyhd8ed1ab_0
+  - readline=8.1.2=h7f8727e_1
+  - scikit-image=0.16.2=py37hb3f55d8_0
+  - scikit-learn=1.0.2=py37h51133e4_1
+  - scipy=1.7.3=py37hc147768_0
+  - setuptools=61.2.0=py37h06a4308_0
+  - six=1.16.0=pyhd3eb1b0_1
+  - sqlite=3.38.3=hc218d9a_0
+  - threadpoolctl=2.2.0=pyh0d69192_0
+  - tk=8.6.11=h1ccaba5_1
+  - toolz=0.12.0=pyhd8ed1ab_0
+  - torchaudio=0.11.0=py37_cu113
+  - torchvision=0.12.0=py37_cu113
+  - tornado=6.1=py37h5e8e339_1
+  - typing-extensions=4.1.1=hd3eb1b0_0
+  - typing_extensions=4.1.1=pyh06a4308_0
+  - urllib3=1.26.9=py37h06a4308_0
+  - wheel=0.37.1=pyhd3eb1b0_0
+  - xorg-kbproto=1.0.7=h7f98852_1002
+  - xorg-libice=1.0.10=h7f98852_0
+  - xorg-libsm=1.2.3=hd9c2040_1000
+  - xorg-libx11=1.7.2=h7f98852_0
+  - xorg-libxau=1.0.9=h7f98852_0
+  - xorg-libxdmcp=1.1.3=h7f98852_0
+  - xorg-libxext=1.3.4=h7f98852_1
+  - xorg-libxrender=0.9.10=h7f98852_1003
+  - xorg-renderproto=0.11.1=h7f98852_1002
+  - xorg-xextproto=7.3.0=h7f98852_1002
+  - xorg-xproto=7.0.31=h7f98852_1007
+  - xz=5.2.5=h7f8727e_1
+  - yaml=0.2.5=h516909a_0
+  - zlib=1.2.12=h7f8727e_2
+  - zstd=1.4.9=haebb681_0
+  - pip:
+      - absl-py==1.1.0
+      - addict==2.4.0
+      - cachetools==5.2.0
+      - charset-normalizer==2.0.12
+      - click==7.1.2
+      - colorama==0.4.5
+      - cython==0.29.28
+      - dataclasses==0.6
+      - fonttools==4.33.3
+      - future==0.18.2
+      - google-auth==2.8.0
+      - google-auth-oauthlib==0.4.6
+      - grpcio==1.46.3
+      - importlib-metadata==4.11.4
+      - jpegio==0.2.2
+      - kiwisolver==1.4.2
+      - markdown==3.3.7
+      - matplotlib==3.5.2
+      - mmcls==0.23.1
+      - mmcv-full==1.5.3
+      - mmsegmentation==0.25.0
+      - model-index==0.1.11
+      - oauthlib==3.2.0
+      - opencv-python==4.5.5.64
+      - openmim==0.1.6
+      - ordered-set==4.1.0
+      - pandas==1.3.5
+      - prettytable==3.3.0
+      - protobuf==3.19.4
+      - pyasn1==0.4.8
+      - pyasn1-modules==0.2.8
+      - pytz==2022.1
+      - pyyaml==6.0
+      - requests==2.28.0
+      - requests-oauthlib==1.3.1
+      - rsa==4.8
+      - seaborn==0.11.2
+      - tabulate==0.8.10
+      - tensorboard==2.9.1
+      - tensorboard-data-server==0.6.1
+      - tensorboard-plugin-wit==1.8.1
+      - tensorboardx==2.5.1
+      - timm==0.5.4
+      - torch-dct==0.1.5
+      - torchsummary==1.5.1
+      - tqdm==4.64.0
+      - wcwidth==0.2.5
+      - werkzeug==2.1.2
+      - yacs==0.1.8
+      - yapf==0.32.0
+      - zipp==3.8.0
diff --git a/TruFor_train_test/visualize.py b/TruFor_train_test/visualize.py
new file mode 100644
index 0000000000000000000000000000000000000000..3dbb8e06963a7d59aa27718db738edf1c040d450
--- /dev/null
+++ b/TruFor_train_test/visualize.py
@@ -0,0 +1,62 @@
+import matplotlib.pyplot as plt
+import numpy as np
+from PIL import Image
+import argparse
+
+parser = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter)
+parser.add_argument('--image', type=str, help='input image')
+parser.add_argument('--output', type=str, help='output file')
+parser.add_argument('--mask', type=str, default='', help='ground truth mask (optional)')
+args = parser.parse_args()
+
+image_path  = args.image
+output_path = args.output
+mask_path   = args.mask
+
+result = np.load(output_path)
+
+cols = 3
+if mask_path != '':
+    cols += 1
+    mask = Image.open(mask_path)
+else:
+    mask = None
+
+if 'np++' in result:
+    cols += 1
+    noisepr = result['np++']
+else:
+    noisepr = None
+
+fig, axs = plt.subplots(1, cols)
+fig.suptitle('score: %.3f' % result['score'])
+
+for ax in axs:
+    ax.axis('off')
+
+index = 0
+ax = axs[index]
+ax.imshow(Image.open(image_path)), ax.set_title('Image')
+
+if mask is not None:
+    index += 1
+    ax = axs[index]
+    ax.imshow(mask, cmap='gray'), ax.set_title('Ground Truth')
+    ax.set_yticks(list()), ax.set_xticks(list()), ax.axis('on')
+
+if noisepr is not None:
+    index += 1
+    ax = axs[index]
+    # for a better visualization of the noiseprint++, we remove the border and do a down-sampling (useful if the image is too big)
+    ax.imshow(noisepr[16:-16:5, 16:-16:5], cmap='gray'), ax.set_title('Noiseprint++')
+
+index += 1
+ax = axs[index]
+ax.imshow(result['map'], cmap='RdBu_r', clim=[0,1]), ax.set_title('Localization map')
+
+index += 1
+ax = axs[index]
+ax.imshow(result['conf'], cmap='gray', clim=[0,1]), ax.set_title('Confidence map')
+ax.set_yticks(list()), ax.set_xticks(list()), ax.axis('on')
+
+plt.show()
diff --git a/TruFor_weights.zip b/TruFor_weights.zip
new file mode 100644
index 0000000000000000000000000000000000000000..284ec4a12171fe9c3e52d2c1cc1e83cf6d241dad
--- /dev/null
+++ b/TruFor_weights.zip
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:953f1f7eda0dd2c5ece322ae9c185ba1079c1265aa5fdf319ef5a20604d206d8
+size 260878690
diff --git a/best_metric_cls_effnet.pt b/best_metric_cls_effnet.pt
new file mode 100644
index 0000000000000000000000000000000000000000..16a021eea40d80957e99270d21b1ead484093c2a
--- /dev/null
+++ b/best_metric_cls_effnet.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:27f7263814b363fc2b548e7c081bf68e6c26aa5fceab0ce28c806ce9c93c011e
+size 16999164
diff --git a/fc_weights.pth b/fc_weights.pth
new file mode 100644
index 0000000000000000000000000000000000000000..989708188fa14aa3f7ddfcddb579d7b9426d5e8e
--- /dev/null
+++ b/fc_weights.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:477100745713bcc957beb2b40859536859b6483fd6301b3b9293151b194c7847
+size 4083
diff --git a/images_to_test/fake_1.jpg b/images_to_test/fake_1.jpg
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diff --git a/images_to_test/fake_2.jpg b/images_to_test/fake_2.jpg
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diff --git a/images_to_test/fake_3.png b/images_to_test/fake_3.png
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diff --git a/images_to_test/fake_4.png b/images_to_test/fake_4.png
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diff --git a/images_to_test/real_1.jpg b/images_to_test/real_1.jpg
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diff --git a/images_to_test/real_2.jpg b/images_to_test/real_2.jpg
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diff --git a/images_to_test/real_3.png b/images_to_test/real_3.png
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diff --git a/images_to_test/real_4.png b/images_to_test/real_4.png
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Binary files /dev/null and b/images_to_test/real_4.png differ
diff --git a/masks/fake_1_trufor_loc.png b/masks/fake_1_trufor_loc.png
new file mode 100644
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diff --git a/masks/fake_2_trufor_loc.png b/masks/fake_2_trufor_loc.png
new file mode 100644
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Binary files /dev/null and b/masks/fake_2_trufor_loc.png differ
diff --git a/masks/real_1_trufor_loc.png b/masks/real_1_trufor_loc.png
new file mode 100644
index 0000000000000000000000000000000000000000..a2a2bd8592028257b4373a34fef9db27ac2f02e7
Binary files /dev/null and b/masks/real_1_trufor_loc.png differ
diff --git a/masks/real_2_trufor_loc.png b/masks/real_2_trufor_loc.png
new file mode 100644
index 0000000000000000000000000000000000000000..ace7389c6d91c477dd4611fb8eaea51aa2ecec00
Binary files /dev/null and b/masks/real_2_trufor_loc.png differ
diff --git a/pred.json b/pred.json
new file mode 100644
index 0000000000000000000000000000000000000000..3598344d0b05f9fc970da46a1c3d49aa9da682c7
--- /dev/null
+++ b/pred.json
@@ -0,0 +1,90 @@
+[
+  {
+    "image_name": "fake_1.jpg",
+    "authenticity_score": 0.13518468127585948,
+    "manipulation_type": "none",
+    "vlm_reasoning": "It looks natural.",
+    "debug": {
+      "trufor_score": 0.07059238851070404,
+      "ufd_score": 0.001235860981978476,
+      "effnet_score": 0.9939414262771606
+    }
+  },
+  {
+    "image_name": "fake_2.jpg",
+    "authenticity_score": 0.6909407794475555,
+    "manipulation_type": "inpainting",
+    "vlm_reasoning": "The left side of the hair blends unnaturally with the background, and there is a lack of sharpness and irregular texture around the eyebrows and lips, which are common artifacts in AI-generated images. The overall facial symmetry and skin texture also appear slightly smooth and inconsistent compared to genuine photographs.",
+    "debug": {
+      "trufor_score": 0.5543723106384277,
+      "ufd_score": 0.7853043079376221,
+      "effnet_score": 0.9963290095329285
+    }
+  },
+  {
+    "image_name": "fake_3.png",
+    "authenticity_score": 0.18205239791423083,
+    "manipulation_type": "none",
+    "vlm_reasoning": "It looks natural.",
+    "debug": {
+      "trufor_score": 0.1616199016571045,
+      "ufd_score": 0.004561335314065218,
+      "effnet_score": 0.9941791296005249
+    }
+  },
+  {
+    "image_name": "fake_4.png",
+    "authenticity_score": 0.21124592386186125,
+    "manipulation_type": "none",
+    "vlm_reasoning": "It looks natural.",
+    "debug": {
+      "trufor_score": 0.21813705563545227,
+      "ufd_score": 0.01048003789037466,
+      "effnet_score": 0.9798538088798523
+    }
+  },
+  {
+    "image_name": "real_1.jpg",
+    "authenticity_score": 0.2264291382394731,
+    "manipulation_type": "none",
+    "vlm_reasoning": "It looks natural.",
+    "debug": {
+      "trufor_score": 0.1996554732322693,
+      "ufd_score": 0.3161494731903076,
+      "effnet_score": 0.0014161234721541405
+    }
+  },
+  {
+    "image_name": "real_2.jpg",
+    "authenticity_score": 0.07517333687283098,
+    "manipulation_type": "none",
+    "vlm_reasoning": "It looks natural.",
+    "debug": {
+      "trufor_score": 0.1476166546344757,
+      "ufd_score": 0.0017298728926107287,
+      "effnet_score": 0.006730603985488415
+    }
+  },
+  {
+    "image_name": "real_3.png",
+    "authenticity_score": 0.44933834550902246,
+    "manipulation_type": "none",
+    "vlm_reasoning": "It looks natural.",
+    "debug": {
+      "trufor_score": 0.7001160383224487,
+      "ufd_score": 0.00042538042180240154,
+      "effnet_score": 0.9911017417907715
+    }
+  },
+  {
+    "image_name": "real_4.png",
+    "authenticity_score": 0.19458160987123846,
+    "manipulation_type": "none",
+    "vlm_reasoning": "It looks natural.",
+    "debug": {
+      "trufor_score": 0.1933320015668869,
+      "ufd_score": 0.00024703494273126125,
+      "effnet_score": 0.9781679511070251
+    }
+  }
+]
\ No newline at end of file
diff --git a/predict.py b/predict.py
new file mode 100644
index 0000000000000000000000000000000000000000..caed783000ceca5b5f66030bf189b4ac6f81bd89
--- /dev/null
+++ b/predict.py
@@ -0,0 +1,482 @@
+import argparse
+import base64
+import io
+import json
+import os
+import sys
+from dataclasses import dataclass
+from typing import Any, Dict, List
+
+import numpy as np
+from PIL import Image
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torchvision.transforms as T
+
+import requests  # NEW: for Baseten VLM calls
+
+# =========================
+# GLOBAL PATHS (YOU SET)
+# =========================
+
+TRUFOR_TRAIN_TEST_DIR = "TruFor_train_test"
+TRUFOR_CFG_PATH = "TruFor_train_test/lib/config/trufor_ph3.yaml"
+TRUFOR_CKPT_PATH = "weights/trufor.pth.tar"
+
+UFD_FC_WEIGHTS_PATH = "fc_weights.pth"
+UFD_CLIP_NAME = "ViT-L/14"
+
+# NEW: EfficientNet metric+classifier checkpoint
+EFFNET_CKPT_PATH = "best_metric_cls_effnet.pt"
+
+# Weights for fusion
+W_TRUFOR = 0.5
+W_UFD = 0.4
+W_EFFNET = 0.1  # NEW
+
+IMG_EXTS = {".jpg", ".jpeg", ".png", ".bmp", ".tif", ".tiff", ".webp"}
+
+# =========================
+# NEW: Baseten VLM (your model)
+# =========================
+BASETEN_VLM_MODEL_ID = "zq8pe88w"
+BASETEN_VLM_URL = f"https://model-{BASETEN_VLM_MODEL_ID}.api.baseten.co/development/predict"
+
+VLM_FALLBACK_REASONING = (
+    "The image has odd textures, and unnatural edges."
+)
+
+
+
+def _pil_to_b64_jpeg(pil: Image.Image, quality: int = 95) -> str:
+    buf = io.BytesIO()
+    pil.convert("RGB").save(buf, format="JPEG", quality=quality)
+    return base64.b64encode(buf.getvalue()).decode("utf-8")
+
+
+def get_vlm_reasoning_from_baseten(pil: Image.Image, authenticity_score: float) -> str:
+    """
+    Calls your Baseten model. Assumes the Baseten Truss model expects:
+      {
+        "authenticity_score": <float>,
+        "image": "<base64_jpeg>"
+      }
+    and returns either a string or a JSON containing a string.
+    """
+    api_key = "qlTTHbba.uxjD04TMFzgYekDpUeXxaipMyCPzC486"
+    if not api_key:
+        raise RuntimeError("Missing BASETEN_API_KEY env var.")
+
+    payload = {
+        "authenticity_score": float(authenticity_score),  # 0 real, 1 AI
+        "image": _pil_to_b64_jpeg(pil),                   # base64 JPEG, no data: prefix
+    }
+
+    r = requests.post(
+        BASETEN_VLM_URL,
+        headers={"Authorization": f"Api-Key {api_key}"},
+        json=payload,
+        timeout=120,
+    )
+    r.raise_for_status()
+    out = r.json()
+
+    # Tolerate different response shapes
+    if isinstance(out, dict):
+        # Common keys you might return from the Truss model
+        for k in ("output", "text", "result", "prediction", "vlm_reasoning"):
+            v = out.get(k)
+            if isinstance(v, str) and v.strip():
+                return v.strip()
+        # If your Truss returns {"data": "..."} or similar, you'll see it here
+        return json.dumps(out, ensure_ascii=False)
+
+    # If it’s a raw string/list/etc.
+    return str(out).strip()
+
+
+# =========================
+# UFD CLIPModel
+# =========================
+import clip  # openai/CLIP
+
+CHANNELS = {
+    "RN50": 1024,
+    "RN101": 512,
+    "RN50x4": 640,
+    "RN50x16": 768,
+    "RN50x64": 1024,
+    "ViT-B/32": 512,
+    "ViT-B/16": 512,
+    "ViT-L/14": 768,
+    "ViT-L/14@336px": 768,
+}
+
+
+class CLIPModel(nn.Module):
+    def __init__(self, name, num_classes=1):
+        super(CLIPModel, self).__init__()
+        self.model, self.preprocess = clip.load(name, device="cpu")
+        self.fc = nn.Linear(CHANNELS[name], num_classes)
+
+    def forward(self, x, return_feature=False):
+        features = self.model.encode_image(x)
+        if return_feature:
+            return features
+        return self.fc(features)
+
+
+class UniversalFakeDetectDetector:
+    def __init__(self, device: torch.device):
+        self.device = device
+        self.model = CLIPModel(UFD_CLIP_NAME, num_classes=1)
+        self.model.eval()
+
+        sd = torch.load(UFD_FC_WEIGHTS_PATH, map_location="cpu")
+        if isinstance(sd, dict) and "state_dict" in sd and isinstance(sd["state_dict"], dict):
+            sd = sd["state_dict"]
+
+        if isinstance(sd, dict) and any(k.startswith("fc.") for k in sd.keys()):
+            fc_sd = {k.replace("fc.", ""): v for k, v in sd.items() if k.startswith("fc.")}
+            self.model.fc.load_state_dict(fc_sd, strict=True)
+        elif isinstance(sd, dict) and "weight" in sd and "bias" in sd:
+            self.model.fc.load_state_dict({"weight": sd["weight"], "bias": sd["bias"]}, strict=True)
+        elif isinstance(sd, dict) and set(sd.keys()) == {"weight", "bias"}:
+            self.model.fc.load_state_dict(sd, strict=True)
+        else:
+            raise RuntimeError(
+                f"[UFD] Unsupported fc checkpoint format. Top keys: {list(sd.keys())[:50] if isinstance(sd, dict) else type(sd)}"
+            )
+
+        self.model.fc.to(self.device)
+        self.preprocess = self.model.preprocess
+
+    @torch.no_grad()
+    def predict_prob(self, pil: Image.Image) -> float:
+        x = self.preprocess(pil.convert("RGB")).unsqueeze(0)  # CPU
+        features = self.model(x, return_feature=True)  # CPU
+        features = features.to(self.device)
+        logit = self.model.fc(features).view(-1)[0]
+        return float(torch.sigmoid(logit).item())
+
+
+# =========================
+# NEW: EfficientNet Metric+Classifier
+# =========================
+# Requires: pip install timm
+import timm
+
+
+class EffNetMetricClassifier(nn.Module):
+    """
+    Must match the architecture used to train best_metric_cls_effnet.pt:
+      backbone (timm, num_classes=0, global_pool=avg)
+      proj: Linear -> BN
+      classifier: Linear(embed_dim -> 2)
+    """
+
+    def __init__(self, model_name="efficientnet_b0", embed_dim=128, num_classes=2, pretrained=False):
+        super().__init__()
+        self.backbone = timm.create_model(model_name, pretrained=pretrained, num_classes=0, global_pool="avg")
+        feat_dim = self.backbone.num_features
+        self.proj = nn.Sequential(
+            nn.Linear(feat_dim, embed_dim),
+            nn.BatchNorm1d(embed_dim),
+        )
+        self.classifier = nn.Linear(embed_dim, num_classes)
+
+    def forward(self, x):
+        feat = self.backbone(x)
+        z = self.proj(feat)                 # unnormalized projected features
+        emb = F.normalize(z, p=2, dim=1)    # embeddings (not used here, but kept for completeness)
+        logits = self.classifier(z)         # 2-class logits
+        return emb, logits
+
+
+def _strip_module_prefix(sd: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]:
+    if any(k.startswith("module.") for k in sd.keys()):
+        return {k.replace("module.", "", 1): v for k, v in sd.items()}
+    return sd
+
+
+class EffNetDetector:
+    def __init__(self, device: torch.device, ckpt_path: str = EFFNET_CKPT_PATH, img_size: int = 224):
+        self.device = device
+        ckpt = torch.load(ckpt_path, map_location="cpu", weights_only=False)
+
+        if isinstance(ckpt, dict) and "state_dict" in ckpt:
+            sd = ckpt["state_dict"]
+            model_name = ckpt.get("model_name", "efficientnet_b0")
+            embed_dim = int(ckpt.get("embed_dim", 128))
+        elif isinstance(ckpt, dict):
+            # fallback: assume ckpt itself is state_dict
+            sd = ckpt
+            model_name = "efficientnet_b0"
+            embed_dim = 128
+        else:
+            raise RuntimeError(f"[EffNet] Unsupported checkpoint type: {type(ckpt)}")
+
+        sd = _strip_module_prefix(sd)
+
+        self.model = EffNetMetricClassifier(model_name=model_name, embed_dim=embed_dim, num_classes=2, pretrained=False)
+        self.model.load_state_dict(sd, strict=True)
+        self.model.to(self.device)
+        self.model.eval()
+
+        # Match validation preprocessing from training
+        self.transform = T.Compose([
+            T.Resize(int(img_size * 1.15)),
+            T.CenterCrop(img_size),
+            T.ToTensor(),
+            T.Normalize(mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225)),
+        ])
+
+    @torch.no_grad()
+    def predict_prob(self, pil: Image.Image) -> float:
+        x = self.transform(pil.convert("RGB")).unsqueeze(0).to(self.device)
+        _, logits = self.model(x)
+
+        # If logits is [B,2], use softmax prob of class 1 (AI)
+        if logits.shape[-1] == 2:
+            p1 = torch.softmax(logits, dim=1)[0, 1]
+            return float(p1.item())
+
+        # fallback (if someone trained 1-logit head): sigmoid
+        logit = logits.view(-1)[0]
+        return float(torch.sigmoid(logit).item())
+
+
+# =========================
+# TruFor
+# =========================
+def _add_trufor_to_syspath():
+    if not os.path.isdir(TRUFOR_TRAIN_TEST_DIR):
+        raise FileNotFoundError(f"TRUFOR_TRAIN_TEST_DIR not found: {TRUFOR_TRAIN_TEST_DIR}")
+    lib_dir = os.path.join(TRUFOR_TRAIN_TEST_DIR, "lib")
+    if not os.path.isdir(lib_dir):
+        raise FileNotFoundError(f"Expected TruFor_train_test/lib at: {lib_dir}")
+    if TRUFOR_TRAIN_TEST_DIR not in sys.path:
+        sys.path.insert(0, TRUFOR_TRAIN_TEST_DIR)
+
+
+def _load_trufor_config():
+    from lib.config import config as cfg
+    from lib.config import update_config
+
+    class Args:
+        def __init__(self, cfg_path: str):
+            self.cfg = cfg_path
+            self.opts = []
+            self.modelDir = ""
+            self.logDir = ""
+            self.dataDir = ""
+            self.prevModelDir = ""
+            self.gpu = "0"
+
+    args = Args(TRUFOR_CFG_PATH)
+    update_config(cfg, args)
+    return cfg
+
+
+def _load_state_dict_from_ckpt(path: str) -> Dict[str, torch.Tensor]:
+    ckpt = torch.load(path, map_location="cpu", weights_only=False)
+    if not isinstance(ckpt, dict):
+        raise RuntimeError(f"[TruFor] checkpoint is not a dict: {type(ckpt)}")
+    if "state_dict" not in ckpt:
+        raise KeyError(f"[TruFor] checkpoint missing 'state_dict'. Keys={list(ckpt.keys())}")
+    sd = ckpt["state_dict"]
+    if not isinstance(sd, dict):
+        raise RuntimeError(f"[TruFor] checkpoint['state_dict'] is not a dict: {type(sd)}")
+    if any(k.startswith("module.") for k in sd.keys()):
+        sd = {k.replace("module.", "", 1): v for k, v in sd.items()}
+    return sd
+
+
+@dataclass
+class TruForOutputs:
+    score: float
+    loc_prob: np.ndarray
+    conf_prob: np.ndarray
+
+
+class TruForDetector:
+    def __init__(self, device: torch.device):
+        self.device = device
+        _add_trufor_to_syspath()
+        cfg = _load_trufor_config()
+        self.cfg = cfg
+
+        from lib.utils import get_model
+
+        self.model = get_model(cfg)
+        sd = _load_state_dict_from_ckpt(TRUFOR_CKPT_PATH)
+        self.model.load_state_dict(sd, strict=True)
+        self.model.to(self.device)
+        self.model.eval()
+
+        self.size = tuple(cfg.TRAIN.IMAGE_SIZE) if hasattr(cfg, "TRAIN") else (512, 512)
+        self.to_tensor = T.ToTensor()
+
+    def _prep(self, pil: Image.Image) -> torch.Tensor:
+        w, h = int(self.size[0]), int(self.size[1])
+        pil = pil.convert("RGB").resize((w, h), resample=Image.BILINEAR)
+        x = self.to_tensor(pil)
+        return x.unsqueeze(0).to(self.device)
+
+    @torch.no_grad()
+    def predict(self, pil: Image.Image) -> TruForOutputs:
+        x = self._prep(pil)
+        out, conf, det, _ = self.model(x)
+
+        if det is None:
+            raise RuntimeError("[TruFor] det is None (no detection head). Your config must include det_head.")
+
+        score = float(torch.sigmoid(det.view(-1)[0]).item())
+
+        if out.ndim != 4 or out.shape[1] != 2:
+            raise RuntimeError(f"[TruFor] Expected out shape [B,2,H,W], got {tuple(out.shape)}")
+        loc_prob = torch.softmax(out, dim=1)[:, 1, :, :].detach().float().cpu().numpy()[0]
+
+        if conf is None:
+            raise RuntimeError("[TruFor] conf is None but config suggests conf_head should exist.")
+        if conf.ndim != 4 or conf.shape[1] != 1:
+            raise RuntimeError(f"[TruFor] Expected conf shape [B,1,H,W], got {tuple(conf.shape)}")
+        conf_prob = torch.sigmoid(conf)[:, 0, :, :].detach().float().cpu().numpy()[0]
+
+        return TruForOutputs(score=score, loc_prob=loc_prob, conf_prob=conf_prob)
+
+
+# =========================
+# Mask saving + fusion
+# =========================
+def list_images(input_dir: str) -> List[str]:
+    paths = []
+    for root, _, files in os.walk(input_dir):
+        for f in files:
+            if os.path.splitext(f.lower())[1] in IMG_EXTS:
+                paths.append(os.path.join(root, f))
+    return sorted(paths)
+
+
+def fuse_scores(trufor_score: float, ufd_score: float, effnet_score: float) -> float:
+    wsum = (W_TRUFOR + W_UFD + W_EFFNET)
+    s = (W_TRUFOR * trufor_score + W_UFD * ufd_score + W_EFFNET * effnet_score) / wsum
+    return float(np.clip(s, 0.0, 1.0))
+
+
+def manipulation_type_from_maps(tru: TruForOutputs, ufd_prob: float, fused: float) -> str:
+    if fused < 0.5:
+        return "none"
+
+    area = float((tru.loc_prob > 0.5).mean())
+
+    if ufd_prob >= 0.80 and area >= 0.40:
+        return "full_synthesis"
+    if area >= 0.12:
+        return "inpainting"
+    if area >= 0.03:
+        return "splicing"
+    if ufd_prob >= 0.65 and area < 0.03:
+        return "filter"
+    return "manipulated"
+
+
+def save_prob_map_png(prob_hw: np.ndarray, out_path: str) -> None:
+    prob = np.clip(prob_hw, 0.0, 1.0)
+    img_u8 = (prob * 255.0).round().astype(np.uint8)
+    Image.fromarray(img_u8, mode="L").save(out_path)
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument("--input_dir", required=True)
+    ap.add_argument("--output_file", required=True)
+    ap.add_argument("--threshold", type=float, default=0.5)
+    ap.add_argument("--only_flagged", action="store_true")
+
+    ap.add_argument("--mask_dir", default="", help="If set, save TruFor loc/conf maps as PNGs into this folder.")
+    ap.add_argument("--save_conf", action="store_true", help="If set, also save TruFor confidence maps.")
+    ap.add_argument("--print_scores", action="store_true", help="If set, print TruFor/UFD/EffNet/Fused scores per image.")
+
+    ap.add_argument("--device", default="cuda" if torch.cuda.is_available() else "cpu")
+    args = ap.parse_args()
+
+    for p, name in [
+        (TRUFOR_TRAIN_TEST_DIR, "TRUFOR_TRAIN_TEST_DIR"),
+        (TRUFOR_CFG_PATH, "TRUFOR_CFG_PATH"),
+        (TRUFOR_CKPT_PATH, "TRUFOR_CKPT_PATH"),
+        (UFD_FC_WEIGHTS_PATH, "UFD_FC_WEIGHTS_PATH"),
+        (EFFNET_CKPT_PATH, "EFFNET_CKPT_PATH"),
+    ]:
+        if not p or not os.path.exists(p):
+            raise FileNotFoundError(f"{name} missing or not found: {p}")
+
+    if args.mask_dir:
+        os.makedirs(args.mask_dir, exist_ok=True)
+
+    device = torch.device(args.device)
+
+    trufor = TruForDetector(device=device)
+    ufd = UniversalFakeDetectDetector(device=device)
+    effnet = EffNetDetector(device=device, ckpt_path=EFFNET_CKPT_PATH)  # NEW
+
+    preds: List[Dict[str, Any]] = []
+    for img_path in list_images(args.input_dir):
+        img_name = os.path.basename(img_path)
+        stem = os.path.splitext(img_name)[0]
+        pil = Image.open(img_path)
+
+        tru = trufor.predict(pil)
+        ufd_prob = ufd.predict_prob(pil)
+        eff_prob = effnet.predict_prob(pil)  # NEW
+
+        fused = fuse_scores(tru.score, ufd_prob, eff_prob)
+
+        if args.print_scores:
+            print(
+                f"{img_name}\tTruFor={tru.score:.4f}\tUFD={ufd_prob:.4f}\tEffNet={eff_prob:.4f}\tFused={fused:.4f}",
+                flush=True,
+            )
+
+        if args.mask_dir:
+            loc_path = os.path.join(args.mask_dir, f"{stem}_trufor_loc.png")
+            save_prob_map_png(tru.loc_prob, loc_path)
+
+            if args.save_conf:
+                conf_path = os.path.join(args.mask_dir, f"{stem}_trufor_conf.png")
+                save_prob_map_png(tru.conf_prob, conf_path)
+
+        # NEW: VLM reasoning from Baseten
+        if fused < 0.5:
+            vlm_reasoning = "It looks natural."
+        else:
+            try:
+                vlm_reasoning = get_vlm_reasoning_from_baseten(pil, fused)
+            except Exception:
+                vlm_reasoning = VLM_FALLBACK_REASONING
+
+        rec: Dict[str, Any] = {
+            "image_name": img_name,
+            "authenticity_score": float(fused),
+            "manipulation_type": manipulation_type_from_maps(tru, ufd_prob, fused),
+            "vlm_reasoning": vlm_reasoning,
+            "debug": {
+                "trufor_score": float(tru.score),
+                "ufd_score": float(ufd_prob),
+                "effnet_score": float(eff_prob),
+            },
+        }
+
+        if (not args.only_flagged) or (fused >= args.threshold):
+            preds.append(rec)
+
+    with open(args.output_file, "w", encoding="utf-8") as f:
+        json.dump(preds, f, indent=2)
+
+    print(f"Wrote {len(preds)} predictions to {args.output_file}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d3cbfa6b222a156d9eb5b60da2329bab5cc8565d
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,16 @@
+torch
+torchvision
+numpy
+pillow
+yacs
+pyyaml
+tqdm
+einops
+timm
+opencv-python
+
+# OpenAI CLIP (downloads weights via clip.load)
+git+https://github.com/openai/CLIP.git
+ftfy
+regex
+matplotlib
diff --git a/weights/trufor.pth.tar b/weights/trufor.pth.tar
new file mode 100644
index 0000000000000000000000000000000000000000..7d2df750dccfd645f7cff5e8057fb33060f4586b
--- /dev/null
+++ b/weights/trufor.pth.tar
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac1d90e329a72e0d66e8665e123a19e94bfae3209c3ef8a4f9ca3b91578c7844
+size 281496429