diff --git a/LICENSE.txt b/LICENSE.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9ae1ca1a21813ac80ca7a1230539a90bed330085
--- /dev/null
+++ b/LICENSE.txt
@@ -0,0 +1,44 @@
+The PhysioNet Restricted Health Data License
+Version 1.5.0
+
+Copyright (c) 2024 MIT Laboratory for Computational Physiology
+
+The MIT Laboratory for Computational Physiology (MIT-LCP) wishes 
+to make data available for research and educational purposes to 
+qualified requestors, but only if the data are used and protected 
+in accordance with the terms and conditions stated in this License.
+
+It is hereby agreed between the data requestor, hereinafter referred to
+as the "LICENSEE", and MIT-LCP, that:
+
+1. The LICENSEE will not attempt to identify any individual or
+   institution referenced in PhysioNet restricted data.  
+2. The LICENSEE will exercise all reasonable and prudent care to avoid
+   disclosure of the identity of any individual or institution
+   referenced in PhysioNet restricted data in any publication or other
+   communication.  
+3. The LICENSEE will not share access to PhysioNet restricted data
+   with anyone else. 
+4. The LICENSEE will exercise all reasonable and prudent care to
+   maintain the physical and electronic security of PhysioNet restricted
+   data.  
+5. If the LICENSEE finds information within PhysioNet restricted data
+   that he or she believes might permit identification of any individual
+   or institution, the LICENSEE will report the location of this
+   information promptly by email to PHI-report@physionet.org, citing the
+   location of the specific information in question.  
+6. The LICENSEE will use the data for the sole purpose of lawful use in
+   scientific research and no other.  
+7. The LICENSEE agrees to contribute code associated with publications
+   arising from this data to a repository that is open to the research community.
+8. This agreement may be terminated by either party at any time, but the
+   LICENSEE's obligations with respect to PhysioNet data shall continue
+   after termination.  
+
+THE DATA ARE 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 DATA OR THE USE OR OTHER
+DEALINGS IN THE DATA.
\ No newline at end of file
diff --git a/SHA256SUMS.txt b/SHA256SUMS.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1799a1bba3b524add7e7783cd0be8f38e9a8c754
--- /dev/null
+++ b/SHA256SUMS.txt
@@ -0,0 +1,60322 @@
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+c9b4fb5fe9648c35fc427b63ccb343882cee11337b27a822701b962ae44f3af0 endoscapes/val_seg_vids.txt
+580892fe0824394153750ac611583c1fee3d1574534f0916855a2e95381a44f7 endoscapes/val_vids.txt
diff --git a/endoscapes/LICENSE b/endoscapes/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..8f65f5df4ba3666950192e1e4bb59f13cca39b96
--- /dev/null
+++ b/endoscapes/LICENSE
@@ -0,0 +1,437 @@
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diff --git a/endoscapes/README.md b/endoscapes/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..cc720a6324a418bda1ceb1693c5a0dcdc5037a69
--- /dev/null
+++ b/endoscapes/README.md
@@ -0,0 +1,85 @@
+<div align="center">
+<a href="http://camma.u-strasbg.fr/">
+<img src="logo.png" width="30%">
+</a>
+</div>
+
+# The Endoscapes Dataset for Surgical Scene Segmentation, Object Detection, and Critical View of Safety Assessment
+
+## Overview
+<div align="center">
+<img src="endoscapes_examples.png" width="30%">
+</div>
+
+We are excited to release Endoscapes2023, a comprehensive laparoscopic video dataset for surgical anatomy and tool segmentation, object detection, and Critical View of Safety (CVS) assessment.
+This repository provides an overview of the dataset contents, including an exploration of the types and format of the annotations as well as download links.
+
+## Contents
+**Endoscapes2023** focuses on a region of interest within laparoscopic cholecystectomy videos where CVS is relevant and well-defined: during the dissection phase and before the first clip/cut of the cystic artery or cystic duct. We organize its contents into three different sub-datasets:
+1) _Endoscapes-CVS201_: 11090 frames from 201 videos annotated with CVS by 3 experts. These frames are evenly spaced at 5 second intervals, and the intermediate frames can be used to train for instance semi-supervised/temporal methods. There are a total of 58813 frames (1 fps) in the aforementioned region of interest.
+
+2) _Endoscapes-BBox201_: 1933 frames from 201 videos annotated with bounding boxes for 5 anatomical structures/regions (Gallbladder, Cystic Duct, Cystic Artery, Cystic Plate, Hepatocystic Triangle Dissection) and a tool class (6 classes total). The 1933 frames correspond to 1 frame every 30 seconds from the aformentioned region of interest of each video. As for Endoscapes-CVS201, the unlabeled frames can be used for semi-supervised/temporal methods.
+
+3) _Endoscapes-Seg50_: 493 frames from 50 videos annotated with instance and semantic segmentation masks for the 6 aforementioned classes. Endoscapes-Seg50 is a strict subset of Endoscapes-BBox201; we select ~25% of the 201 videos (50), sample 1 frame every 30s from the region of interest, and add segmentation annotations.
+
+## File Structure
+We describe the file structure below. All annotations are in COCO-format, with CVS labels encoded as image-level tags. Of note, the CVS labels represent the average of the 3 annotators for each criterion. Decimal values indicate cases where there was disagreement among annotators.
+
+```shell
+$DATA_HOME
+└── train # All training frames at 1 fps
+    ├── 1_29375.jpg # SYNTAX: ${VIDEO_ID}_{FRAME_NUM}.jpg
+    ├── ...
+    ├── 120_85800.jpg
+    ├── annotation_coco.json # Annotation File with Bounding Boxes for 1 frame every 30s
+    ├── annotation_ds_coco.json # Annotation File with CVS labels for 1 frame every 5s
+└── val # All validation frames at 1 fps
+    ├── 121_14850.jpg
+    ├── ...
+    ├── 161_34325.jpg
+    ├── annotation_coco.json
+    ├── annotation_ds_coco.json
+└── test # All testing frames at 1 fps
+    ├── 162_5850.jpg
+    ├── ...
+    ├── 201_46125.jpg
+    ├── annotation_coco.json
+    ├── annotation_ds_coco.json
+└── train_seg # Training frames for EndoscapesSeg50 at 1 fps
+    ├── 4_21725.jpg
+    ├── ...
+    ├── 119_58000.jpg
+    ├── annotation_coco.json # Annotation File with Instance Segmentation Masks for 1 frame every 30s
+└── val_seg # Validation frames for EndoscapesSeg50 at 1 fps
+    ├── 126_10825.jpg
+    ├── ...
+    ├── 159_60875.jpg
+    ├── annotation_coco.json
+└── test_seg # Testing frames for EndoscapesSeg50 at 1 fps
+    ├── 165_22925.jpg
+    ├── ...
+    ├── 189_34875.jpg
+    ├── annotation_coco.json
+└── insseg # Instance segmentation masks SYNTAX: ${VIDEO_ID}_{FRAME_NUM}.npy/csv
+    ├── 5_5900.npy # stack of instance masks, where each channel corresponds to an object instance
+    ├── 5_5900.csv # label of each slice of numpy mask
+    ├── ...
+└── semseg # Semantic segmentation masks SYNTAX: ${VIDEO_ID}_{FRAME_NUM}.png
+    ├── 5_5900.png # 480x854x3 image with each element representing the class_id of each pixel
+    ├── ...
+└── all_metadata.csv # CSV file with CVS annotations by each annotator
+└── vid_cvs.csv # CSV file with Video-level CVS assessments
+└── train_vids.txt # 120 training videos for Endoscapes-CVS201 and Endoscapes-BBox201
+└── val_vids.txt # 41 validation videos for Endoscapes-CVS201 and Endoscapes-BBox201
+└── test_vids.txt # 40 testing videos for Endoscapes-CVS201 and Endoscapes-BBox201
+└── train_seg_vids.txt # 30 training videos for Endoscapes-Seg50
+└── val_seg_vids.txt # 10 validation videos for Endoscapes-Seg50
+└── test_seg_vids.txt # 10 testing videos for Endoscapes-Seg50
+└── seg_label_map.txt # map from class name to id; note that background is ignored for object detection/instance segmentation; for these tasks, id 0 becomes cystic plate, ...
+```
+
+## Acknowledgement
+This work was supported by French state funds managed by the ANR within the National AI Chair program under Grant ANR-20-CHIA-
+0029-01 (Chair AI4ORSafety) and within the Investments for the future program under Grants ANR-10-IDEX-0002-02 (IdEx Unistra) and ANR-
+10-IAHU-02 (IHU Strasbourg). This work was granted access to the HPC resources of IDRIS under the allocation 2021-AD011011640R1
+made by GENCI.
diff --git a/endoscapes/all_metadata.csv b/endoscapes/all_metadata.csv
new file mode 100644
index 0000000000000000000000000000000000000000..90c36195b00b5ef70fd2042d04a44529e3ce081d
--- /dev/null
+++ b/endoscapes/all_metadata.csv
@@ -0,0 +1,58814 @@
+vid,frame,avg_cvs,C1,C2,C3,is_ds_keyframe,cvs_annotator_1,cvs_annotator_2,cvs_annotator_3,mask_path,label_path
+1,29375,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29400,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29425,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29450,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29475,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29500,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29525,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29550,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29575,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29600,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29625,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
+1,29650,"[0.0,0.0,0.0]",0.0,0.0,0.0,False,,,,,
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+111,21350,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,False,,,,,
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+111,21425,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,False,,,,,
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+111,21600,"[0.6666666666666666,0.3333333333333333,0.3333333333333333]",0.6666666666666666,0.3333333333333333,0.3333333333333333,False,,,,,
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+111,21675,"[0.6666666666666666,0.3333333333333333,0.3333333333333333]",0.6666666666666666,0.3333333333333333,0.3333333333333333,False,,,,,
+111,21700,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,False,,,,,
+111,21725,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,False,,,,,
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+111,21975,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,False,,,,,
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+111,22050,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,False,,,,,
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+111,22425,"[0.6666666666666666,0.3333333333333333,0.3333333333333333]",0.6666666666666666,0.3333333333333333,0.3333333333333333,False,,,,,
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+111,22725,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,False,,,,,
+111,22750,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,True,"[0, 0, 0]","[1, 1, 0]","[1, 1, 1]",,
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+111,22800,"[0.6666666666666666,0.6666666666666666,0.3333333333333333]",0.6666666666666666,0.6666666666666666,0.3333333333333333,False,,,,,
+111,22825,"[0.3333333333333333,0.6666666666666666,0.3333333333333333]",0.3333333333333333,0.6666666666666666,0.3333333333333333,False,,,,,
+111,22850,"[0.3333333333333333,0.6666666666666666,0.3333333333333333]",0.3333333333333333,0.6666666666666666,0.3333333333333333,False,,,,,
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+111,23425,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,False,,,,,
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+111,23750,"[0.3333333333333333,1.0,0.6666666666666666]",0.3333333333333333,1.0,0.6666666666666666,True,"[0, 1, 0]","[0, 1, 1]","[1, 1, 1]",111_23750.npy,111_23750.csv
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+111,23825,"[0.6666666666666666,0.3333333333333333,0.6666666666666666]",0.6666666666666666,0.3333333333333333,0.6666666666666666,False,,,,,
+111,23850,"[0.6666666666666666,0.3333333333333333,0.6666666666666666]",0.6666666666666666,0.3333333333333333,0.6666666666666666,False,,,,,
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+111,24075,"[0.3333333333333333,0.6666666666666666,0.3333333333333333]",0.3333333333333333,0.6666666666666666,0.3333333333333333,False,,,,,
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+111,24200,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,False,,,,,
+111,24225,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,False,,,,,
+111,24250,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,True,"[0, 0, 1]","[0, 1, 0]","[1, 1, 1]",,
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+111,24300,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,False,,,,,
+111,24325,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,False,,,,,
+111,24350,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,False,,,,,
+111,24375,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,True,"[0, 0, 1]","[0, 1, 0]","[1, 1, 1]",,
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+111,24425,"[0.3333333333333333,0.6666666666666666,0.6666666666666666]",0.3333333333333333,0.6666666666666666,0.6666666666666666,False,,,,,
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+111,24475,"[0.3333333333333333,0.3333333333333333,0.6666666666666666]",0.3333333333333333,0.3333333333333333,0.6666666666666666,False,,,,,
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+111,24525,"[0.3333333333333333,0.3333333333333333,0.6666666666666666]",0.3333333333333333,0.3333333333333333,0.6666666666666666,False,,,,,
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+111,24850,"[0.3333333333333333,0.3333333333333333,1.0]",0.3333333333333333,0.3333333333333333,1.0,False,,,,,
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