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Datasets:
ThaneJoss
/
NIST16

Tasks:
Image Classification
Image Segmentation
Modalities:
Image
Text
Formats:
parquet
Languages:
English
Size:
1K - 10K
Tags:
parquet
image
image-forgery
image-forensics
nist16
Libraries:
Datasets
pandas
Polars
Dataset card Data Studio Files
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ThaneJoss commited on
Commit
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整理 NIST16 图像与掩码 Parquet 数据集

Browse files
Files changed (12) hide show
  1. README.md +116 -0
  2. inventory.json +356 -0
  3. nist16/parquet/test-00000-of-00005.parquet +3 -0
  4. nist16/parquet/test-00001-of-00005.parquet +3 -0
  5. nist16/parquet/test-00002-of-00005.parquet +3 -0
  6. nist16/parquet/test-00003-of-00005.parquet +3 -0
  7. nist16/parquet/test-00004-of-00005.parquet +3 -0
  8. nist16/stats.json +322 -0
  9. provenance/NIST16_au.txt +876 -0
  10. provenance/NIST16_tp.json +0 -0
  11. provenance/NIST16_tp.txt +564 -0
  12. provenance/source_README.md +64 -0
README.md ADDED
@@ -0,0 +1,116 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ pretty_name: 'Enhanced Parquet Edition: NIST16'
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+ language:
4
+ - en
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+ tags:
6
+ - parquet
7
+ - image
8
+ - image-forgery
9
+ - image-forensics
10
+ - nist16
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+ size_categories:
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+ - 1K<n<10K
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+ task_categories:
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+ - image-classification
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+ - image-segmentation
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+ dataset_info:
17
+ - config_name: nist16
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+ features:
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+ - name: image
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+ dtype: image
21
+ - name: mask
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+ dtype: image
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+ - name: sample_id
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+ dtype: string
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+ - name: label
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+ dtype: int64
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+ - name: manipulation
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+ dtype: string
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+ - name: source_split
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+ dtype: string
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+ - name: filename_source_id
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+ dtype: string
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+ - name: source_image_path
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+ dtype: string
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+ - name: source_mask_path
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+ dtype: string
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+ - name: width
38
+ dtype: int64
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+ - name: height
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+ dtype: int64
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+ - name: has_mask
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+ dtype: bool
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+ splits:
44
+ - name: test
45
+ num_examples: 1440
46
+ configs:
47
+ - config_name: nist16
48
+ data_files:
49
+ - split: test
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+ path:
51
+ - nist16/parquet/test-00000-of-00005.parquet
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+ - nist16/parquet/test-00001-of-00005.parquet
53
+ - nist16/parquet/test-00002-of-00005.parquet
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+ - nist16/parquet/test-00003-of-00005.parquet
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+ - nist16/parquet/test-00004-of-00005.parquet
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+ default: true
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+ ---
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+
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+ # Enhanced Parquet Edition: NIST16
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+
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+ This repository packages the NIST16 evaluation assets distributed by [ForgeryVCR](https://huggingface.co/datasets/ForgeryVCR-Team/ForgeryVCR) into Hugging Face Parquet format. It contains **1,440 images**: 876 authentic and 564 tampered, with image bytes embedded in Parquet and the supplied pixel masks.
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+
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+ These are the source release's 832-size preprocessed copies. The supplied image and mask bytes are preserved. All samples belong to the released evaluation set.
64
+
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+ ## Subsets
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+
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+ | Config | Split | Rows | Image size | Pixel masks | Parquet files |
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+ | --- | --- | ---: | --- | --- | ---: |
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+ | `nist16` | `test` | 1,440 | 832 × 832 | Tampered images only | 5 |
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+
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+ ## Columns
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+
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+ - `image`: the supplied RGB image, decoded with the Hugging Face `Image` feature.
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+ - `mask`: the supplied grayscale pixel annotation. Black `0` marks background and white `255` marks edited regions; intermediate grayscale values are retained. Authentic images have no supplied mask and use `null`.
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+ - `label`: image-level authenticity label, **0 = real, 1 = fake**.
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+ - `manipulation`: `real` or `tampered`; specific editing methods are not assigned by this release.
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+ - `sample_id`, `source_image_path`: the image path relative to the extracted source release.
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+ - `source_mask_path`: the mask path relative to the extracted source release, or `null` for authentic images.
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+ - `source_split`: `test`, following the source release's evaluation directory.
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+ - `filename_source_id`: the identifier from the supplied image filename.
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+ - `width`, `height`: supplied image dimensions in pixels.
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+ - `has_mask`: whether a pixel annotation is supplied.
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+
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+ ## Metadata Files
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+
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+ The `nist16/stats.json` file records split counts, authenticity counts, image dimensions, mask statistics, and Parquet shard paths and sizes.
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+
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+ The root `inventory.json` collects these statistics and records total row counts and encoded byte sizes. `provenance/` retains the source manifests and release README.
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+
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+ ## Citation
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+
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+ Please acknowledge the original [NIST/OpenMFC benchmark](https://mfc.nist.gov/) and the ForgeryVCR release used for this edition:
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+
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+ ```bibtex
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+ @inproceedings{wang2026forgeryvcr,
96
+ title={ForgeryVCR: Visual-Centric Reasoning via Efficient Forensic Tools in MLLMs for Image Forgery Detection and Localization},
97
+ author={Wang, Youqi and Chen, Shen and Wang, Haowei and Peng, Rongxuan and Yao, Taiping and Tan, Shunquan and Chen, Changsheng and Li, Bin and Ding, Shouhong},
98
+ booktitle={Proceedings of the 34th ACM International Conference on Multimedia},
99
+ year={2026}
100
+ }
101
+ ```
102
+
103
+ ## Dataset Export
104
+
105
+ This Parquet edition reorganizes the [source release](https://huggingface.co/datasets/ForgeryVCR-Team/ForgeryVCR/tree/main/datasets/test) and adds per-sample metadata. Refer to NIST/OpenMFC and the source release for the original data terms. Please also reference this dataset repository when using the packaged version.
106
+
107
+ ```bibtex
108
+ @misc{thanejoss_nist16_2026,
109
+ author={{ThaneJoss}},
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+ title={{NIST16}},
111
+ year={2026},
112
+ publisher={Hugging Face},
113
+ url={https://huggingface.co/datasets/ThaneJoss/NIST16},
114
+ note={Dataset available on Hugging Face}
115
+ }
116
+ ```
inventory.json ADDED
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+ {
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+ "format": "nist16-parquet-v1",
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+ "upstream_release": "https://huggingface.co/datasets/ForgeryVCR-Team/ForgeryVCR",
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+ "upstream_repository": "https://github.com/youqiwong/ForgeryVCR",
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+ "image_label_convention": "real=0; fake=1",
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+ "mask_convention": "Original grayscale: background=0, edited=255; intermediate values retained; authentic masks=null.",
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+ "source_archives": [
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+ {
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+ "path": "datasets/test/NIST16_au.zip",
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+ "bytes": 833723169
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+ {
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provenance/NIST16_tp.txt ADDED
@@ -0,0 +1,564 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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361
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362
+ forged/000188.png,gt/000188_gt.png
363
+ forged/000193.png,gt/000193_gt.png
364
+ forged/000134.png,gt/000134_gt.png
365
+ forged/000154.png,gt/000154_gt.png
366
+ forged/000165.png,gt/000165_gt.png
367
+ forged/000371.png,gt/000371_gt.png
368
+ forged/000145.png,gt/000145_gt.png
369
+ forged/000225.png,gt/000225_gt.png
370
+ forged/000293.png,gt/000293_gt.png
371
+ forged/000307.png,gt/000307_gt.png
372
+ forged/000269.png,gt/000269_gt.png
373
+ forged/000292.png,gt/000292_gt.png
374
+ forged/000149.png,gt/000149_gt.png
375
+ forged/000254.png,gt/000254_gt.png
376
+ forged/000201.png,gt/000201_gt.png
377
+ forged/000167.png,gt/000167_gt.png
378
+ forged/000049.png,gt/000049_gt.png
379
+ forged/000306.png,gt/000306_gt.png
380
+ forged/000372.png,gt/000372_gt.png
381
+ forged/000352.png,gt/000352_gt.png
382
+ forged/000164.png,gt/000164_gt.png
383
+ forged/000163.png,gt/000163_gt.png
384
+ forged/000317.png,gt/000317_gt.png
385
+ forged/000171.png,gt/000171_gt.png
386
+ forged/000192.png,gt/000192_gt.png
387
+ forged/000281.png,gt/000281_gt.png
388
+ forged/000212.png,gt/000212_gt.png
389
+ forged/000196.png,gt/000196_gt.png
390
+ forged/000162.png,gt/000162_gt.png
391
+ forged/000116.png,gt/000116_gt.png
392
+ forged/000360.png,gt/000360_gt.png
393
+ forged/000208.png,gt/000208_gt.png
394
+ forged/000342.png,gt/000342_gt.png
395
+ forged/000168.png,gt/000168_gt.png
396
+ forged/000173.png,gt/000173_gt.png
397
+ forged/000249.png,gt/000249_gt.png
398
+ forged/000013.png,gt/000013_gt.png
399
+ forged/000346.png,gt/000346_gt.png
400
+ forged/000368.png,gt/000368_gt.png
401
+ forged/000170.png,gt/000170_gt.png
402
+ forged/000257.png,gt/000257_gt.png
403
+ forged/000359.png,gt/000359_gt.png
404
+ forged/000210.png,gt/000210_gt.png
405
+ forged/000273.png,gt/000273_gt.png
406
+ forged/000183.png,gt/000183_gt.png
407
+ forged/000297.png,gt/000297_gt.png
408
+ forged/000373.png,gt/000373_gt.png
409
+ forged/000119.png,gt/000119_gt.png
410
+ forged/000246.png,gt/000246_gt.png
411
+ forged/000258.png,gt/000258_gt.png
412
+ forged/000233.png,gt/000233_gt.png
413
+ forged/000186.png,gt/000186_gt.png
414
+ forged/000178.png,gt/000178_gt.png
415
+ forged/000218.png,gt/000218_gt.png
416
+ forged/000121.png,gt/000121_gt.png
417
+ forged/000211.png,gt/000211_gt.png
418
+ forged/000190.png,gt/000190_gt.png
419
+ forged/000097.png,gt/000097_gt.png
420
+ forged/000181.png,gt/000181_gt.png
421
+ forged/000215.png,gt/000215_gt.png
422
+ forged/000272.png,gt/000272_gt.png
423
+ forged/000322.png,gt/000322_gt.png
424
+ forged/000386.png,gt/000386_gt.png
425
+ forged/000265.png,gt/000265_gt.png
426
+ forged/000326.png,gt/000326_gt.png
427
+ forged/000144.png,gt/000144_gt.png
428
+ forged/000376.png,gt/000376_gt.png
429
+ forged/000384.png,gt/000384_gt.png
430
+ forged/000268.png,gt/000268_gt.png
431
+ forged/000305.png,gt/000305_gt.png
432
+ forged/000287.png,gt/000287_gt.png
433
+ forged/000340.png,gt/000340_gt.png
434
+ forged/000198.png,gt/000198_gt.png
435
+ forged/000197.png,gt/000197_gt.png
436
+ forged/000348.png,gt/000348_gt.png
437
+ forged/000328.png,gt/000328_gt.png
438
+ forged/000089.png,gt/000089_gt.png
439
+ forged/000296.png,gt/000296_gt.png
440
+ forged/000180.png,gt/000180_gt.png
441
+ forged/000261.png,gt/000261_gt.png
442
+ forged/000222.png,gt/000222_gt.png
443
+ forged/000228.png,gt/000228_gt.png
444
+ forged/000333.png,gt/000333_gt.png
445
+ forged/000191.png,gt/000191_gt.png
446
+ forged/000205.png,gt/000205_gt.png
447
+ forged/000379.png,gt/000379_gt.png
448
+ forged/000236.png,gt/000236_gt.png
449
+ forged/000232.png,gt/000232_gt.png
450
+ forged/000094.png,gt/000094_gt.png
451
+ forged/000275.png,gt/000275_gt.png
452
+ forged/000120.png,gt/000120_gt.png
453
+ forged/000238.png,gt/000238_gt.png
454
+ forged/000267.png,gt/000267_gt.png
455
+ forged/000091.png,gt/000091_gt.png
456
+ forged/000251.png,gt/000251_gt.png
457
+ forged/000063.png,gt/000063_gt.png
458
+ forged/000264.png,gt/000264_gt.png
459
+ forged/000339.png,gt/000339_gt.png
460
+ forged/000187.png,gt/000187_gt.png
461
+ forged/000235.png,gt/000235_gt.png
462
+ forged/000206.png,gt/000206_gt.png
463
+ forged/000364.png,gt/000364_gt.png
464
+ forged/000280.png,gt/000280_gt.png
465
+ forged/000310.png,gt/000310_gt.png
466
+ forged/000362.png,gt/000362_gt.png
467
+ forged/000291.png,gt/000291_gt.png
468
+ forged/000229.png,gt/000229_gt.png
469
+ forged/000383.png,gt/000383_gt.png
470
+ forged/000325.png,gt/000325_gt.png
471
+ forged/000312.png,gt/000312_gt.png
472
+ forged/000242.png,gt/000242_gt.png
473
+ forged/000256.png,gt/000256_gt.png
474
+ forged/000361.png,gt/000361_gt.png
475
+ forged/000283.png,gt/000283_gt.png
476
+ forged/000135.png,gt/000135_gt.png
477
+ forged/000259.png,gt/000259_gt.png
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+ forged/000106.png,gt/000106_gt.png
479
+ forged/000370.png,gt/000370_gt.png
480
+ forged/000395.png,gt/000395_gt.png
481
+ forged/000335.png,gt/000335_gt.png
482
+ forged/000304.png,gt/000304_gt.png
483
+ forged/000367.png,gt/000367_gt.png
484
+ forged/000351.png,gt/000351_gt.png
485
+ forged/000301.png,gt/000301_gt.png
486
+ forged/000227.png,gt/000227_gt.png
487
+ forged/000219.png,gt/000219_gt.png
488
+ forged/000338.png,gt/000338_gt.png
489
+ forged/000200.png,gt/000200_gt.png
490
+ forged/000239.png,gt/000239_gt.png
491
+ forged/000354.png,gt/000354_gt.png
492
+ forged/000216.png,gt/000216_gt.png
493
+ forged/000320.png,gt/000320_gt.png
494
+ forged/000321.png,gt/000321_gt.png
495
+ forged/000276.png,gt/000276_gt.png
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+ forged/000240.png,gt/000240_gt.png
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+ forged/000093.png,gt/000093_gt.png
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+ forged/000302.png,gt/000302_gt.png
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+ forged/000318.png,gt/000318_gt.png
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+ forged/000341.png,gt/000341_gt.png
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+ forged/000380.png,gt/000380_gt.png
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+ forged/000231.png,gt/000231_gt.png
503
+ forged/000298.png,gt/000298_gt.png
504
+ forged/000250.png,gt/000250_gt.png
505
+ forged/000263.png,gt/000263_gt.png
506
+ forged/000355.png,gt/000355_gt.png
507
+ forged/000309.png,gt/000309_gt.png
508
+ forged/000356.png,gt/000356_gt.png
509
+ forged/000299.png,gt/000299_gt.png
510
+ forged/000347.png,gt/000347_gt.png
511
+ forged/000353.png,gt/000353_gt.png
512
+ forged/000315.png,gt/000315_gt.png
513
+ forged/000295.png,gt/000295_gt.png
514
+ forged/000334.png,gt/000334_gt.png
515
+ forged/000331.png,gt/000331_gt.png
516
+ forged/000345.png,gt/000345_gt.png
517
+ forged/000202.png,gt/000202_gt.png
518
+ forged/000311.png,gt/000311_gt.png
519
+ forged/000277.png,gt/000277_gt.png
520
+ forged/000194.png,gt/000194_gt.png
521
+ forged/000274.png,gt/000274_gt.png
522
+ forged/000220.png,gt/000220_gt.png
523
+ forged/000337.png,gt/000337_gt.png
524
+ forged/000262.png,gt/000262_gt.png
525
+ forged/000336.png,gt/000336_gt.png
526
+ forged/000313.png,gt/000313_gt.png
527
+ forged/000377.png,gt/000377_gt.png
528
+ forged/000226.png,gt/000226_gt.png
529
+ forged/000099.png,gt/000099_gt.png
530
+ forged/000253.png,gt/000253_gt.png
531
+ forged/000378.png,gt/000378_gt.png
532
+ forged/000330.png,gt/000330_gt.png
533
+ forged/000314.png,gt/000314_gt.png
534
+ forged/000286.png,gt/000286_gt.png
535
+ forged/000303.png,gt/000303_gt.png
536
+ forged/000344.png,gt/000344_gt.png
537
+ forged/000199.png,gt/000199_gt.png
538
+ forged/000282.png,gt/000282_gt.png
539
+ forged/000288.png,gt/000288_gt.png
540
+ forged/000363.png,gt/000363_gt.png
541
+ forged/000343.png,gt/000343_gt.png
542
+ forged/000271.png,gt/000271_gt.png
543
+ forged/000221.png,gt/000221_gt.png
544
+ forged/000260.png,gt/000260_gt.png
545
+ forged/000266.png,gt/000266_gt.png
546
+ forged/000349.png,gt/000349_gt.png
547
+ forged/000098.png,gt/000098_gt.png
548
+ forged/000289.png,gt/000289_gt.png
549
+ forged/000129.png,gt/000129_gt.png
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+ forged/000327.png,gt/000327_gt.png
551
+ forged/000209.png,gt/000209_gt.png
552
+ forged/000136.png,gt/000136_gt.png
553
+ forged/000400.png,gt/000400_gt.png
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+ forged/000323.png,gt/000323_gt.png
555
+ forged/000294.png,gt/000294_gt.png
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+ forged/000195.png,gt/000195_gt.png
557
+ forged/000300.png,gt/000300_gt.png
558
+ forged/000369.png,gt/000369_gt.png
559
+ forged/000316.png,gt/000316_gt.png
560
+ forged/000358.png,gt/000358_gt.png
561
+ forged/000255.png,gt/000255_gt.png
562
+ forged/000329.png,gt/000329_gt.png
563
+ forged/000365.png,gt/000365_gt.png
564
+ forged/000374.png,gt/000374_gt.png
provenance/source_README.md ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ pretty_name: ForgeryVCR Data
3
+ tags:
4
+ - image-forensics
5
+ - image-manipulation-detection
6
+ - multimodal
7
+ ---
8
+
9
+ # ForgeryVCR Data
10
+
11
+ This repository stores the preprocessed 832-size assets used by the public
12
+ ForgeryVCR training and evaluation workflow.
13
+
14
+ ```text
15
+ datasets/
16
+ ├── train/
17
+ │ ├── sft/ # CASIA v2 archives for expert selection and Agent SFT
18
+ │ └── rl/ # IMD2020 and FantasticReality archives for GRPO
19
+ └── test/ # public evaluation benchmark archives
20
+ ```
21
+
22
+ Tampered-set JSON files use paths relative to their own dataset directory, for
23
+ example `./forged/example.png` and `./gt/example_gt.png`.
24
+
25
+ ## Download
26
+
27
+ Download all archives:
28
+
29
+ ```bash
30
+ hf download ForgeryVCR-Team/ForgeryVCR \
31
+ --repo-type dataset \
32
+ --include "datasets/train/sft/*.zip" "datasets/train/rl/*.zip" "datasets/test/*.zip" \
33
+ --local-dir downloads/forgeryvcr
34
+ ```
35
+
36
+ Download only the SFT datasets:
37
+
38
+ ```bash
39
+ hf download ForgeryVCR-Team/ForgeryVCR \
40
+ --repo-type dataset \
41
+ --include "datasets/train/sft/*.zip" \
42
+ --local-dir downloads/forgeryvcr
43
+ ```
44
+
45
+ Download only the RL datasets:
46
+
47
+ ```bash
48
+ hf download ForgeryVCR-Team/ForgeryVCR \
49
+ --repo-type dataset \
50
+ --include "datasets/train/rl/*.zip" \
51
+ --local-dir downloads/forgeryvcr
52
+ ```
53
+
54
+ Download only the evaluation datasets:
55
+
56
+ ```bash
57
+ hf download ForgeryVCR-Team/ForgeryVCR \
58
+ --repo-type dataset \
59
+ --include "datasets/test/*.zip" \
60
+ --local-dir downloads/forgeryvcr
61
+ ```
62
+
63
+ Extraction commands and the complete directory contract are documented in the
64
+ [ForgeryVCR repository](https://github.com/youqiwong/ForgeryVCR).