# Image Manipulation Detection on CASIA-D

Source: [Image Manipulation Detection on CASIA-D](<https://www.sota2.com/research/sota/image-manipulation-detection-on-casia-d>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:24:30.337Z

Evaluation of Image Manipulation Detection performance on the CASIA-D dataset, reporting AUC and F1 scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Manipulation Detection |
| Dataset (including any stated split) | CASIA-D |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [AUC](<https://www.sota2.com/research/sota/image-manipulation-detection-on-casia-d.md?metric=AUC>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/image-manipulation-detection-on-casia-d.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| ObjectFormer | 99.7 | Not recorded | 68fa6c181e209131cea321f0 |
| PSCCNet | 99.65 | Not recorded | 68fa6c181e209131cea321f0 |
| SPAN | 67.33 | Not recorded | 68fa6c181e209131cea321f0 |
| ManTraNet | 59.94 | Not recorded | 68fa6c181e209131cea321f0 |

### ObjectFormer

AUC: 99.7. Result ID: 698ed074ffc3901de0a192d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321f0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321f0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PSCCNet

AUC: 99.65. Result ID: 698ed074ffc3901de0a192d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321f0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d391e209131cea3890a.md>)

[Implementation](<https://github.com/proteus1991/PSCC-Net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SPAN

AUC: 67.33. Result ID: 698ed074ffc3901de0a192d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321f0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa691a1e209131cea2041f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ManTraNet

AUC: 59.94. Result ID: 698ed074ffc3901de0a192d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321f0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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