KM-Alee commited on
Commit
ea59aa2
·
verified ·
1 Parent(s): 6efbdc7

Upload trained UnetPlusPlus model

Browse files
Files changed (3) hide show
  1. README.md +30 -3
  2. config.json +15 -0
  3. pytorch_model.bin +3 -0
README.md CHANGED
@@ -1,3 +1,30 @@
1
- ---
2
- license: mit
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ tags:
4
+ - computer-vision
5
+ - image-segmentation
6
+ - pytorch
7
+ - efficientnet
8
+ - plant-disease
9
+ - segmentation-models-pytorch
10
+ ---
11
+ # nwrd-tukl
12
+ UnetPlusPlus model with timm-efficientnet-b7 encoder for plant disease segmentation.
13
+ ## Model Details
14
+ - **Architecture:** UnetPlusPlus
15
+ - **Encoder:** timm-efficientnet-b7
16
+ - **Dataset:** [Plant Disease Segmentation](https://www.kaggle.com/datasets/vipoooool/plantdiseasestukl)
17
+ - **Image Size:** 512x512
18
+ - **Classes:** 2 (0: Background, 1: Disease)
19
+ ## How to Use
20
+ ```bash
21
+ pip install torch segmentation-models-pytorch huggingface_hub
22
+ ```
23
+ ```python
24
+ import torch
25
+ import segmentation_models_pytorch as smp
26
+ from huggingface_hub import hf_hub_download
27
+ model = smp.UnetPlusPlus(encoder_name="timm-efficientnet-b7", encoder_weights=None, in_channels=3, classes=2)
28
+ model.load_state_dict(torch.load(hf_hub_download(repo_id="KM-Alee/nwrd-tukl", filename="pytorch_model.bin")))
29
+ model.eval()
30
+ ```
config.json ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architecture": "segmentation_models_pytorch.UnetPlusPlus",
3
+ "model_name": "UnetPlusPlus",
4
+ "encoder": "timm-efficientnet-b7",
5
+ "patch_size": 512,
6
+ "num_classes": 2,
7
+ "class_values": [
8
+ 0,
9
+ 255
10
+ ],
11
+ "class_mapping": {
12
+ "0": "Background",
13
+ "1": "Disease"
14
+ }
15
+ }
pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ac26a4b3cd574671e2c8d1d26a1ffb71cc775ca8bf2d64842e09b19895ec334d
3
+ size 274408382