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U-Bench

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  1. README.MD +130 -0
  2. data/ACDC/lists_ACDC/test.txt +40 -0
  3. data/ACDC/lists_ACDC/train.txt +1304 -0
  4. data/ACDC/lists_ACDC/valid.txt +182 -0
  5. data/ACDC/test.txt +40 -0
  6. data/ACDC/test/case_002_volume_ED.npz +3 -0
  7. data/ACDC/test/case_002_volume_ES.npz +3 -0
  8. data/ACDC/test/case_003_volume_ED.npz +3 -0
  9. data/ACDC/test/case_003_volume_ES.npz +3 -0
  10. data/ACDC/test/case_008_volume_ED.npz +3 -0
  11. data/ACDC/test/case_008_volume_ES.npz +3 -0
  12. data/ACDC/test/case_009_volume_ED.npz +3 -0
  13. data/ACDC/test/case_009_volume_ES.npz +3 -0
  14. data/ACDC/test/case_012_volume_ED.npz +3 -0
  15. data/ACDC/test/case_012_volume_ES.npz +3 -0
  16. data/ACDC/test/case_014_volume_ED.npz +3 -0
  17. data/ACDC/test/case_014_volume_ES.npz +3 -0
  18. data/ACDC/test/case_017_volume_ES.npz +3 -0
  19. data/ACDC/test/case_024_volume_ED.npz +3 -0
  20. data/ACDC/test/case_024_volume_ES.npz +3 -0
  21. data/ACDC/test/case_042_volume_ED.npz +3 -0
  22. data/ACDC/test/case_042_volume_ES.npz +3 -0
  23. data/ACDC/test/case_048_volume_ED.npz +3 -0
  24. data/ACDC/test/case_048_volume_ES.npz +3 -0
  25. data/ACDC/test/case_049_volume_ED.npz +3 -0
  26. data/ACDC/test/case_049_volume_ES.npz +3 -0
  27. data/ACDC/test/case_053_volume_ED.npz +3 -0
  28. data/ACDC/test/case_053_volume_ES.npz +3 -0
  29. data/ACDC/test/case_055_volume_ED.npz +3 -0
  30. data/ACDC/test/case_055_volume_ES.npz +3 -0
  31. data/ACDC/test/case_064_volume_ED.npz +3 -0
  32. data/ACDC/test/case_067_volume_ES.npz +3 -0
  33. data/ACDC/test/case_079_volume_ES.npz +3 -0
  34. data/ACDC/train.txt +1304 -0
  35. data/ACDC/train/case_001_sliceED_0.npz +3 -0
  36. data/ACDC/train/case_001_sliceED_2.npz +3 -0
  37. data/ACDC/train/case_001_sliceED_3.npz +3 -0
  38. data/ACDC/val.txt +182 -0
  39. data/BUSBRA/10-fold-cv.csv +1876 -0
  40. data/BUSBRA/5-fold-cv.csv +1876 -0
  41. data/BUSBRA/LICENSE.txt +12 -0
  42. data/BUSBRA/bus_data.csv +0 -0
  43. data/BUSBRA/spilt.py +44 -0
  44. data/BUSBRA/train.txt +1500 -0
  45. data/BUSBRA/val.txt +375 -0
  46. data/bus/bus_train3_old.txt +393 -0
  47. data/bus/bus_val3_old.txt +169 -0
  48. data/bus/train.txt +393 -0
  49. data/bus/val.txt +169 -0
  50. data/bus/valation_all.txt +562 -0
README.MD ADDED
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+ # Dataset Usage Declaration
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+
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+ ## Data Source and License Statement
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+
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+ This dataset is provided for academic research and educational purposes only. We have made our best efforts to comply with relevant laws, regulations, and platform terms of use when collecting and organizing this data.
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+
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+ ## Disclaimer
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+
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+ 1. **Data Compliance**: We have made every effort to ensure that the uploaded data complies with the terms of use and copyright requirements of various platforms.
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+
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+ 2. **Rights Protection**: If you find that this dataset contains content that violates data agreements, infringes copyrights, or violates privacy rights, please contact us immediately.
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+
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+ 3. **Rapid Response**: Upon receiving complaints or notifications, we will verify the claims and remove the relevant content within 24 hours after confirmation.
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+
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+ ## Contact Information
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+
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+ For any questions or removal requests, please contact us through the following channels:
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+
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+ - Email: [fhtan9@mail.ustc.edu.cn](mailto:fhtan9@mail.ustc.edu.cn)
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+ - GitHub Issues: [Open Issue](https://github.com/FengheTan9/U-Bench/issues)
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+
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+
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+ ## Removal Commitment
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+
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+ We hereby commit that any content proven to violate data agreements or infringe legitimate rights and interests will be processed and completely removed within 24 hours of receiving valid notification.
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+
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+ ## Usage Reminder
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+
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+ Users should ensure that their downloading and usage of this dataset complies with relevant laws, regulations, and third-party platform agreements. Legal liabilities arising from the use of this dataset shall be borne by the users themselves.
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+
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+ ## Dataset Usage
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+
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+ ### 1. Datasets
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+
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+ Please put the dataset (e.g. BUSI) or your own dataset as the following architecture:
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+
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+ ```
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+ └── U-Bench
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+ ├── data
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+ ├── busi
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+ ├── images
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+ | ├── benign (10).png
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+ │ ├── malignant (17).png
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+ │ ├── ...
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+ |
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+ └── masks
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+ ├── 0
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+ | ├── benign (10).png
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+ | ├── malignant (17).png
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+ | ├── ...
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+ ├── your dataset
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+ ├── images
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+ | ├── 0a7e06.png
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+ │ ├── ...
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+ |
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+ └── masks
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+ ├── 0
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+ | ├── 0a7e06.png
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+ | ├── ...
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+ ├── dataloader
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+ ├── models
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+ ├── utils
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+ ├── script
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+ ├── main.py
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+ └── main_multi3d.py
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+ ```
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+
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+ ### 2. Training & Validation
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+
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+ ```python
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+ # BUSI (in-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/busi --dataset_name busi
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+ # BUSBRA (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/BUSBRA --dataset_name BUSBRA
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+ # ISIC18 (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/isic18 --dataset_name isic18
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+ # SkinCancer (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/uwaterlooskincancer --dataset_name uwaterlooskincancer
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+ # Kvasir (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/Kvasir-SEG --dataset_name Kvasir-SEG
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+ # CHASE (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/CHASEDB1 --dataset_name CHASEDB1
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+ # DRIVE (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/DRIVE --dataset_name DRIVE
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+ # DSB2018 (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/DSB2018 --dataset_name DSB2018
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+ # GlaS (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/Glas --dataset_name Glas
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+ # Monusac (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/monusac --dataset_name monusac
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+ # Cell (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/cellnuclei --dataset_name cellnuclei
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+ # Convidquex (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/covidquex --dataset_name covidquex
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+ # Montgomery (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/Montgomery --dataset_name Montgomery
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+ # DCA (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/dca1 --dataset_name dca1
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+ # Cystoidfluid (In-domain)
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+ python main.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/cystoidfluid --dataset_name cystoidfluid
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+ # Synapse (3D-Slice)
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+ python main_multi3d.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/synapse --dataset_name synapse --num_classes 9 --input_channel 3 --val_interval 100
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+ # ACDC (3D-Slice)
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+ python main_multi3d.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/ACDC--dataset_name ACDC --num_classes 4 --input_channel 3 --val_interval 100
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+ ```
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+
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+ ### 3. Zero-shot
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+
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+ ```python
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+ # BUSI -> BUS (zero-shot)
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+ python inference_case.py --max_epochs 300 --gpu 0 --batch_size 8 --model U_Net --base_dir ./data/busi --dataset_name busi --zero_shot_base_dir ./data/bus --zero_shot_dataset_name bus --just_for_test True
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+ ```
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+
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+
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+ ## Citation
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+
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+ If you use this work, please cite:
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+
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+ ```
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+ @article{tang2025u,
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+ title={U-Bench: A Comprehensive Understanding of U-Net through 100-Variant Benchmarking},
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+ author={Tang, Fenghe and Dong, Chengqi and Ma, Wenxin and Xu, Zikang and Zhu, Heqin and Jiang, Zihang and Wang, Rongsheng and Wang, Yuhao and Wu, Chenxu and Zhou, Shaohua Kevin},
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+ journal={arXiv preprint arXiv:2510.07041},
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+ year={2025}
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+ }
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+ ```
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+
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+
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+ ---
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+ Last Updated: [Date]
data/ACDC/lists_ACDC/test.txt ADDED
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+ case_095_volume_ED.npz
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+ case_095_volume_ES.npz
data/ACDC/lists_ACDC/train.txt ADDED
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1261
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data/ACDC/lists_ACDC/valid.txt ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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161
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164
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165
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166
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167
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168
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178
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+ case_080_sliceES_3.npz
181
+ case_080_sliceES_4.npz
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+ case_080_sliceES_5.npz
data/ACDC/test.txt ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ case_002_volume_ED.npz
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+ case_002_volume_ES.npz
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+ case_003_volume_ED.npz
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14
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+ case_048_volume_ED.npz
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+ case_048_volume_ES.npz
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22
+ case_049_volume_ES.npz
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+ case_053_volume_ES.npz
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+ case_055_volume_ED.npz
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+ case_055_volume_ES.npz
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+ case_067_volume_ED.npz
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+ case_079_volume_ED.npz
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+ case_081_volume_ED.npz
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+ case_088_volume_ED.npz
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+ case_088_volume_ES.npz
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+ case_092_volume_ED.npz
38
+ case_092_volume_ES.npz
39
+ case_095_volume_ED.npz
40
+ case_095_volume_ES.npz
data/ACDC/test/case_002_volume_ED.npz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
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data/ACDC/test/case_002_volume_ES.npz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ bus_1015-s,benign,3,1,1,NaN,1,1
1781
+ bus_1016-l,malignant,3,1,1,NaN,1,1
1782
+ bus_1016-r,malignant,3,1,0,NaN,1,1
1783
+ bus_1017-l,malignant,1,NaN,1,1,1,1
1784
+ bus_1017-r,malignant,1,NaN,1,1,1,1
1785
+ bus_1018-l,malignant,2,1,NaN,1,1,1
1786
+ bus_1018-r,malignant,2,1,NaN,1,0,1
1787
+ bus_1019-l,malignant,4,1,0,1,NaN,1
1788
+ bus_1019-r,malignant,4,0,1,1,NaN,1
1789
+ bus_1020-l,benign,2,1,NaN,1,0,1
1790
+ bus_1020-r,benign,2,0,NaN,1,1,0
1791
+ bus_1021-l,benign,3,1,1,NaN,1,1
1792
+ bus_1021-r,benign,3,1,1,NaN,1,1
1793
+ bus_1022-l,malignant,1,NaN,1,1,1,0
1794
+ bus_1022-r,malignant,1,NaN,1,1,1,1
1795
+ bus_1023-l,malignant,3,1,1,NaN,1,1
1796
+ bus_1023-r,malignant,3,1,1,NaN,1,1
1797
+ bus_1024-l,malignant,2,1,NaN,1,1,1
1798
+ bus_1024-r,malignant,2,1,NaN,1,1,1
1799
+ bus_1025-l,malignant,1,NaN,1,1,1,1
1800
+ bus_1025-r,malignant,1,NaN,1,1,0,1
1801
+ bus_1026-l,benign,1,NaN,1,1,1,1
1802
+ bus_1026-r,benign,1,NaN,0,1,1,1
1803
+ bus_1027-l,malignant,5,1,1,1,1,NaN
1804
+ bus_1027-r,malignant,5,1,1,0,1,NaN
1805
+ bus_1028-l,malignant,4,1,1,1,NaN,1
1806
+ bus_1028-r,malignant,4,1,1,0,NaN,1
1807
+ bus_1029-l,benign,1,NaN,0,1,1,1
1808
+ bus_1029-r,benign,1,NaN,0,1,0,1
1809
+ bus_1030-l,benign,2,0,NaN,1,1,1
1810
+ bus_1030-r,benign,2,1,NaN,1,1,1
1811
+ bus_1031-l,malignant,3,1,0,NaN,1,0
1812
+ bus_1031-r,malignant,3,1,1,NaN,1,1
1813
+ bus_1032-l,malignant,2,1,NaN,1,1,1
1814
+ bus_1032-r,malignant,2,1,NaN,1,1,1
1815
+ bus_1033-l,malignant,5,0,1,0,1,NaN
1816
+ bus_1033-r,malignant,5,0,0,1,0,NaN
1817
+ bus_1034-l,benign,2,0,NaN,1,0,1
1818
+ bus_1034-r,benign,2,1,NaN,0,1,0
1819
+ bus_1035-l,malignant,1,NaN,1,1,1,1
1820
+ bus_1035-r,malignant,1,NaN,1,1,1,1
1821
+ bus_1036-l,malignant,2,1,NaN,1,1,0
1822
+ bus_1036-r,malignant,2,1,NaN,0,1,1
1823
+ bus_1037-l,malignant,1,NaN,1,1,1,1
1824
+ bus_1037-r,malignant,1,NaN,1,1,1,0
1825
+ bus_1038-l,benign,4,1,1,1,NaN,1
1826
+ bus_1038-r,benign,4,1,1,1,NaN,1
1827
+ bus_1039-l,malignant,2,1,NaN,0,1,1
1828
+ bus_1039-r,malignant,2,1,NaN,1,1,1
1829
+ bus_1040-l,malignant,5,1,1,1,1,NaN
1830
+ bus_1040-r,malignant,5,1,0,1,1,NaN
1831
+ bus_1041-l,benign,2,0,NaN,0,1,1
1832
+ bus_1041-r,benign,2,1,NaN,0,0,1
1833
+ bus_1042-l,benign,1,NaN,1,1,1,1
1834
+ bus_1042-r,benign,1,NaN,1,1,1,0
1835
+ bus_1043-l,malignant,3,1,1,NaN,1,1
1836
+ bus_1043-r,malignant,3,1,1,NaN,1,1
1837
+ bus_1044-l,benign,1,NaN,0,1,1,1
1838
+ bus_1044-r,benign,1,NaN,1,1,0,1
1839
+ bus_1045-l,benign,1,NaN,1,1,1,1
1840
+ bus_1045-r,benign,1,NaN,1,0,1,1
1841
+ bus_1046-l,malignant,4,1,1,1,NaN,1
1842
+ bus_1046-r,malignant,4,1,1,1,NaN,1
1843
+ bus_1047-l,benign,1,NaN,1,1,1,1
1844
+ bus_1047-r,benign,1,NaN,0,1,1,1
1845
+ bus_1048-l,malignant,4,0,1,1,NaN,1
1846
+ bus_1048-r,malignant,4,1,1,0,NaN,1
1847
+ bus_1049-l,benign,2,1,NaN,1,0,1
1848
+ bus_1049-r,benign,2,1,NaN,1,1,0
1849
+ bus_1050-l,malignant,5,1,1,1,1,NaN
1850
+ bus_1050-r,malignant,5,1,1,1,0,NaN
1851
+ bus_1051-l,benign,4,1,0,1,NaN,1
1852
+ bus_1051-r,benign,4,1,1,1,NaN,1
1853
+ bus_1052-l,benign,4,1,1,0,NaN,1
1854
+ bus_1052-r,benign,4,1,1,1,NaN,1
1855
+ bus_1053-s,benign,2,1,NaN,1,1,1
1856
+ bus_1054-l,benign,3,0,1,NaN,1,1
1857
+ bus_1054-r,benign,3,1,1,NaN,0,1
1858
+ bus_1055-l,malignant,2,1,NaN,1,1,1
1859
+ bus_1055-r,malignant,2,1,NaN,1,1,0
1860
+ bus_1056-l,malignant,1,NaN,1,1,1,1
1861
+ bus_1056-r,malignant,1,NaN,1,1,0,0
1862
+ bus_1057-l,malignant,3,1,0,NaN,1,1
1863
+ bus_1057-r,malignant,3,0,0,NaN,1,0
1864
+ bus_1058-l,benign,5,1,1,1,1,NaN
1865
+ bus_1058-r,benign,5,1,1,1,1,NaN
1866
+ bus_1059-l,benign,5,1,1,1,1,NaN
1867
+ bus_1059-r,benign,5,0,1,1,1,NaN
1868
+ bus_1060-s,malignant,3,1,1,NaN,1,1
1869
+ bus_1061-l,benign,3,0,0,NaN,0,1
1870
+ bus_1061-r,benign,3,1,0,NaN,1,1
1871
+ bus_1062-l,malignant,3,1,1,NaN,1,1
1872
+ bus_1062-r,malignant,3,1,1,NaN,1,1
1873
+ bus_1063-l,malignant,4,1,0,1,NaN,1
1874
+ bus_1063-r,malignant,4,1,0,1,NaN,1
1875
+ bus_1064-l,benign,5,1,1,1,1,NaN
1876
+ bus_1064-r,benign,5,1,0,1,1,NaN
data/BUSBRA/LICENSE.txt ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright (c) 2023
2
+
3
+ Permission is hereby granted, free of charge, to any person obtaining a copy of this dataset and associated documentation files (the "Dataset"), to deal in the Dataset without restriction, including without limitation the rights to use, copy, modify, merge, publish, and/or distribute copies of the Dataset, and to permit persons to whom the Dataset is furnished to do so, subject to the following conditions:
4
+
5
+ All documents and papers that uses the Dataset are required to cite the following article:
6
+
7
+ Wilfrido Gómez-Flores, Maria Julia Gregorio-Calas, and Wagner Coelho de Albuquerque Pereira, "BUS-BRA: A Breast Ultrasound Dataset for Assessing Computer-aided Diagnosis Systems", Medical Physics, 2023. (In revision)
8
+
9
+ The above copyright notice and this permission notice shall be
10
+ included in all copies or substantial portions of the Dataset.
11
+
12
+ THE DATASET 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 DATASET OR THE USE OR OTHER DEALINGS IN THE DATASET.
data/BUSBRA/bus_data.csv ADDED
The diff for this file is too large to render. See raw diff
 
data/BUSBRA/spilt.py ADDED
@@ -0,0 +1,44 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import random
3
+
4
+ def split_files(dir_path, seed=42):
5
+ """
6
+ 遍历指定目录下的所有文件，将文件名排序后按 8:2 的比例随机划分，
7
+ 并将划分结果保存到 train.txt 和 val.txt 中。
8
+
9
+ :param dir_path: 指定目录的路径
10
+ :param seed: 随机种子，用于保证划分的可复现性
11
+ """
12
+ # 设置随机种子
13
+ random.seed(seed)
14
+
15
+ # 获取指定目录下的所有文件
16
+ files = [f for f in os.listdir(dir_path) if os.path.isfile(os.path.join(dir_path, f))]
17
+ # 对文件名进行排序
18
+ files.sort()
19
+
20
+ # 计算划分的索引
21
+ split_index = int(len(files) * 0.8)
22
+
23
+ # 随机打乱文件列表
24
+ random.shuffle(files)
25
+
26
+ # 划分训练集和验证集
27
+ train_files = files[:split_index]
28
+ val_files = files[split_index:]
29
+
30
+ # 保存训练集到 train.txt
31
+ with open('./train.txt', 'w') as f:
32
+ for file in train_files:
33
+ f.write(file + '\n')
34
+
35
+ # 保存验证集到 val.txt
36
+ with open('./val.txt', 'w') as f:
37
+ for file in val_files:
38
+ f.write(file + '\n')
39
+
40
+ # 使用示例
41
+ if __name__ == "__main__":
42
+ # 指定目录路径，需替换为实际路径
43
+ directory_path = "./Images"
44
+ split_files(directory_path)
data/BUSBRA/train.txt ADDED
@@ -0,0 +1,1500 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ bus_0523-l.png
2
+ bus_0671-r.png
3
+ bus_0686-s.png
4
+ bus_0087-l.png
5
+ bus_0917-s.png
6
+ bus_0545-l.png
7
+ bus_0731-s.png
8
+ bus_0612-r.png
9
+ bus_0663-l.png
10
+ bus_0041-l.png
11
+ bus_1063-r.png
12
+ bus_0214-r.png
13
+ bus_0849-l.png
14
+ bus_1000-r.png
15
+ bus_0344-r.png
16
+ bus_0108-r.png
17
+ bus_0671-l.png
18
+ bus_0951-l.png
19
+ bus_0836-s.png
20
+ bus_0435-r.png
21
+ bus_0088-s.png
22
+ bus_0298-l.png
23
+ bus_0533-r.png
24
+ bus_0106-l.png
25
+ bus_0425-l.png
26
+ bus_0824-s.png
27
+ bus_0468-r.png
28
+ bus_0408-r.png
29
+ bus_0071-r.png
30
+ bus_0950-l.png
31
+ bus_0579-l.png
32
+ bus_0115-l.png
33
+ bus_0935-l.png
34
+ bus_0404-l.png
35
+ bus_0317-l.png
36
+ bus_0100-l.png
37
+ bus_0636-r.png
38
+ bus_0284-l.png
39
+ bus_0357-r.png
40
+ bus_0013-r.png
41
+ bus_0145-r.png
42
+ bus_0740-s.png
43
+ bus_0338-l.png
44
+ bus_0565-r.png
45
+ bus_0041-r.png
46
+ bus_0779-s.png
47
+ bus_0138-s.png
48
+ bus_0194-r.png
49
+ bus_0833-s.png
50
+ bus_0409-l.png
51
+ bus_0202-r.png
52
+ bus_0192-r.png
53
+ bus_1024-l.png
54
+ bus_0076-l.png
55
+ bus_0873-l.png
56
+ bus_1047-l.png
57
+ bus_0426-r.png
58
+ bus_0939-s.png
59
+ bus_0640-r.png
60
+ bus_0070-r.png
61
+ bus_0403-r.png
62
+ bus_0681-s.png
63
+ bus_0701-s.png
64
+ bus_0393-r.png
65
+ bus_0792-s.png
66
+ bus_0232-l.png
67
+ bus_0650-r.png
68
+ bus_1025-r.png
69
+ bus_0656-r.png
70
+ bus_0761-s.png
71
+ bus_0448-r.png
72
+ bus_1033-r.png
73
+ bus_0980-l.png
74
+ bus_0235-r.png
75
+ bus_0816-s.png
76
+ bus_0260-l.png
77
+ bus_1063-l.png
78
+ bus_0468-l.png
79
+ bus_0784-s.png
80
+ bus_0311-l.png
81
+ bus_0872-r.png
82
+ bus_0687-s.png
83
+ bus_0079-l.png
84
+ bus_0691-s.png
85
+ bus_0310-r.png
86
+ bus_0520-r.png
87
+ bus_0140-l.png
88
+ bus_0341-r.png
89
+ bus_1036-r.png
90
+ bus_0521-l.png
91
+ bus_0900-l.png
92
+ bus_0523-r.png
93
+ bus_0024-r.png
94
+ bus_0135-r.png
95
+ bus_0090-r.png
96
+ bus_0962-r.png
97
+ bus_0369-r.png
98
+ bus_1018-l.png
99
+ bus_0252-r.png
100
+ bus_0285-l.png
101
+ bus_0506-r.png
102
+ bus_0575-l.png
103
+ bus_0362-l.png
104
+ bus_0304-l.png
105
+ bus_0990-r.png
106
+ bus_0168-l.png
107
+ bus_0221-l.png
108
+ bus_0191-l.png
109
+ bus_0253-l.png
110
+ bus_0616-l.png
111
+ bus_0465-l.png
112
+ bus_0394-l.png
113
+ bus_1058-l.png
114
+ bus_0120-l.png
115
+ bus_0889-l.png
116
+ bus_0713-l.png
117
+ bus_0364-r.png
118
+ bus_0075-r.png
119
+ bus_0053-l.png
120
+ bus_0981-l.png
121
+ bus_0929-r.png
122
+ bus_0854-s.png
123
+ bus_0419-l.png
124
+ bus_0629-l.png
125
+ bus_0357-l.png
126
+ bus_0456-r.png
127
+ bus_0070-l.png
128
+ bus_0576-l.png
129
+ bus_0867-l.png
130
+ bus_0340-r.png
131
+ bus_0199-l.png
132
+ bus_0228-l.png
133
+ bus_0941-l.png
134
+ bus_0174-r.png
135
+ bus_0057-l.png
136
+ bus_0394-r.png
137
+ bus_0525-r.png
138
+ bus_0205-l.png
139
+ bus_0404-r.png
140
+ bus_0657-r.png
141
+ bus_0484-r.png
142
+ bus_0413-r.png
143
+ bus_0496-r.png
144
+ bus_0511-l.png
145
+ bus_1048-r.png
146
+ bus_0660-l.png
147
+ bus_0376-r.png
148
+ bus_0965-l.png
149
+ bus_0843-s.png
150
+ bus_1003-l.png
151
+ bus_0146-l.png
152
+ bus_0228-r.png
153
+ bus_0593-l.png
154
+ bus_0010-l.png
155
+ bus_0209-l.png
156
+ bus_0559-r.png
157
+ bus_0440-l.png
158
+ bus_0366-l.png
159
+ bus_0820-s.png
160
+ bus_0179-r.png
161
+ bus_0538-r.png
162
+ bus_0573-r.png
163
+ bus_0858-l.png
164
+ bus_0997-l.png
165
+ bus_0197-r.png
166
+ bus_0026-s.png
167
+ bus_0591-l.png
168
+ bus_0597-l.png
169
+ bus_0844-s.png
170
+ bus_0809-s.png
171
+ bus_0321-s.png
172
+ bus_0866-l.png
173
+ bus_1028-l.png
174
+ bus_0213-l.png
175
+ bus_0035-r.png
176
+ bus_0379-r.png
177
+ bus_0832-s.png
178
+ bus_1057-l.png
179
+ bus_0642-r.png
180
+ bus_0192-l.png
181
+ bus_0568-r.png
182
+ bus_0754-s.png
183
+ bus_1038-r.png
184
+ bus_0466-l.png
185
+ bus_0673-l.png
186
+ bus_0383-l.png
187
+ bus_0167-r.png
188
+ bus_0764-s.png
189
+ bus_0400-l.png
190
+ bus_0050-r.png
191
+ bus_0942-l.png
192
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