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Datasets:
JazonDeng
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ReinAD

Languages:
English
Size:
100B<n<1T
License:
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JazonDeng Tocmac commited on
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Co-authored-by: Xu Wang <Tocmac@users.noreply.huggingface.co>

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  1. .gitattributes +59 -0
  2. README.md +46 -0
  3. test/PCB_solder_1.h5 +3 -0
  4. test/PCB_solder_2.h5 +3 -0
  5. test/bearing_1.h5 +3 -0
  6. test/cable_1.h5 +3 -0
  7. test/cable_3.h5 +3 -0
  8. test/led_1.h5 +3 -0
  9. test/led_3.h5 +3 -0
  10. test/lens_2.h5 +3 -0
  11. test/metal_piece_1.h5 +3 -0
  12. test/metal_piece_2.h5 +3 -0
  13. test/metal_piece_4.h5 +3 -0
  14. test/metal_piece_5.h5 +3 -0
  15. test/metal_piece_7.h5 +3 -0
  16. test/metal_piece_8.h5 +3 -0
  17. test/piston_ring_1.h5 +3 -0
  18. test/piston_ring_3.h5 +3 -0
  19. test/plastic_box.h5 +3 -0
  20. test/plastic_cover_1.h5 +3 -0
  21. test/profile_surface_1.h5 +3 -0
  22. test/thread.h5 +3 -0
  23. test/wafer_1.h5 +3 -0
  24. test/wafer_2.h5 +3 -0
  25. train/PCB_terminal.h5 +3 -0
  26. train/bearing_10.h5 +3 -0
  27. train/bearing_11.h5 +3 -0
  28. train/bearing_12.h5 +3 -0
  29. train/bearing_2.h5 +3 -0
  30. train/bearing_3.h5 +3 -0
  31. train/bearing_4.h5 +3 -0
  32. train/bearing_5.h5 +3 -0
  33. train/bearing_6.h5 +3 -0
  34. train/bearing_7.h5 +3 -0
  35. train/bearing_8.h5 +3 -0
  36. train/bearing_9.h5 +3 -0
  37. train/cable_2.h5 +3 -0
  38. train/led_2.h5 +3 -0
  39. train/lens_1.h5 +3 -0
  40. train/metal_piece_10.h5 +3 -0
  41. train/metal_piece_11.h5 +3 -0
  42. train/metal_piece_3.h5 +3 -0
  43. train/metal_piece_6.h5 +3 -0
  44. train/metal_piece_9.h5 +3 -0
  45. train/miniled_1.h5 +3 -0
  46. train/miniled_2.h5 +3 -0
  47. train/miniled_3.h5 +3 -0
  48. train/pinline.h5 +3 -0
  49. train/piston_ring_2.h5 +3 -0
  50. train/plastic_cover_2.h5 +3 -0
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mds filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ license: cc-by-nc-sa-4.0
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+ language:
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+ - en
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+ size_categories:
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+ - 100B<n<1T
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+ ---
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+ # ReinAD: Towards Real-world Industrial Anomaly Detection with a Comprehensive Contrastive Dataset
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+
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+ Our dataset consists of a training set and a test set. All normal and anomaly images are in hdf5 format. In the mask annotations, pixels with a value of 0 represent normal regions, and pixels with a value of 1 represent anomaly regions.
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+
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+ The file structure of the training set and the test set are consistent, as follows:
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+
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+ ```text
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+ dataset/
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+ ├── train/
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+ │ ├── category1.h5
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+ │ ├── category2.h5
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+ │ └── ...
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+ │
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+ └── test/
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+ ├── category1.h5
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+ ├── category2.h5
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+ └── ...
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+ ```
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+
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+ The structure of the hdf5 file is as follows, where ```chunk_size = 100```:
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+ ```text
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+ / (root)
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+ ├── attrs
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+ │ ├── split: "train"/"test"
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+ │ └── category: category_name
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+ │
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+ ├── Images
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+ │ ├── Anomaly_0: [chunk_size, H, W, C] # Anomaly images
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+ │ ├── Anomaly_1: [chunk_size, H, W, C]
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+ │ ├── ...
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+ │ ├── Normal_0: [chunk_size, H, W, C] # Normal images
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+ │ ├── Normal_1: [chunk_size, H, W, C]
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+ │ └── ...
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+ │
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+ └── Masks
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+ ├── Anomaly_0: [chunk_size, H, W] # Pixel-level annotations for anomaly images
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+ ├── Anomaly_1: [chunk_size, H, W]
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+ └── ...
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+ ```
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