Datasets:

benjaik
/

trufor-official-inference-outputs

path stringlengths 21 47	class stringclasses 2 values	score float64 0 1	height int64 160 4.44k	width int64 160 4.85k	processed_height int64 160 1.02k	processed_width int64 160 1.02k	resized bool 2 classes
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Au/Au_ani_00098.jpg.npz	authentic	0.399231	256	384	256	384	false
Au/Au_ani_00099.jpg.npz	authentic	0.300348	256	384	256	384	false
Au/Au_ani_00100.jpg.npz	authentic	0.555118	256	384	256	384	false
Au/Au_ani_10001.jpg.npz	authentic	0.031661	536	800	536	800	false
Au/Au_ani_10002.jpg.npz	authentic	0.126009	536	800	536	800	false
Au/Au_ani_10003.jpg.npz	authentic	0.396424	261	400	261	400	false
Au/Au_ani_10004.jpg.npz	authentic	0.463959	480	640	480	640	false
Au/Au_ani_10005.jpg.npz	authentic	0.607727	480	640	480	640	false
Au/Au_ani_10102.jpg.npz	authentic	0.37803	180	240	180	240	false

End of preview. Expand in Data Studio

TruFor Authors' Official-Weight Inference Outputs

This dataset repository contains predictions produced with the pretrained checkpoint released by the original TruFor authors. It is separate from benjaik/trufor-inference-outputs, which contains results from the locally trained phase-3 checkpoint.

The official checkpoint was obtained from the authors' TruFor_weights.zip archive and loaded as pretrained_models/weights/trufor.pth.tar. Its SHA-256 is ac1d90e329a72e0d66e8665e123a19e94bfae3209c3ef8a4f9ca3b91578c7844. The authors publish MD5 7bee48f3476c75616c3c5721ab256ff8 for the ZIP archive.

This repository contains predictions only. Original dataset images and reference masks are not redistributed.

Dataset	Total	Authentic	Tampered	Mean score	Authentic mean	Tampered mean	Resized
IMD2020	2,423	414	2,009	0.742495	0.359818	0.821354	858
CASIA 2.0 revised	11,996	7,191	4,805	0.443526	0.178464	0.840209	0
CocoGlide	1,024	512	512	0.346039	0.230134	0.461944	0

The scores/ directory contains lightweight CSV indexes with the prediction path, class, image-level score, original dimensions, processed dimensions, and resize status. Aggregate results are in official_inference_summary.json.

Each .npz prediction contains:

map: manipulation-localization probability map;
conf: confidence map;
score: image-level manipulation score;
imgsize: original image height and width;
processed_imgsize: dimensions used by the model.

Images with a dimension above 1024 pixels were proportionally resized for the 11 GiB inference GPU. Their map and conf arrays were restored to the original dimensions with bilinear interpolation.

Download

Download only the score tables:

hf download benjaik/trufor-official-inference-outputs \
  --repo-type dataset --include "scores/*" --local-dir trufor-official-scores

Download and extract one complete archive:

hf download benjaik/trufor-official-inference-outputs \
  archives/IMD2020_official_output.tar --repo-type dataset --local-dir .
tar -xf archives/IMD2020_official_output.tar

Review the licenses of TruFor and each original dataset before using or redistributing these results.

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TruFor Authors' Official-Weight Inference Outputs

Contents

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