# Synthetic Video Detection on GenVideo (test)

Source: [Synthetic Video Detection on GenVideo (test)](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test>)

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

Data updated: 2026-04-07T08:54:51.437Z

Evaluation of synthetic video detection performance on the GenVideo test set, reporting detection rates against a suite of generative models including Sora, Gen2, and others.

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 | Synthetic Video Detection |
| Dataset (including any stated split) | GenVideo (test) |
| Metric | Average Detection Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 34 of 34 |
| 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

- [Average Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Average%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Recall>): Higher is better; unit: PERCENT.

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

- [Sora Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Sora%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Morph Studio Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Morph%20Studio%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Gen2 Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Gen2%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [HotShot Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=HotShot%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Lavie Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Lavie%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Show-1 Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Show-1%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Moon Valley Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Moon%20Valley%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Crafter Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Crafter%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Model Scope Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Model%20Scope%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Wild Scrape Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=Wild%20Scrape%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [MPS Detection Rate](<https://www.sota2.com/research/sota/synthetic-video-detection-on-genvideo-test.md?metric=MPS%20Detection%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Detection Rate | Result date | Report paper |
| --- | --- | --- | --- |
| NSG-VD | 97.13 | Not recorded | 697c3b04a8b01e76cc8da46b |
| ATSS | 97.11 | Not recorded | 69d48f7e7d0172140ec742cb |
| MPF-Net | 94.67 | Not recorded | 697c3b04a8b01e76cc8da46b |
| MPF-Net | 94.55 | Not recorded | 697c3b04a8b01e76cc8da46b |
| ReStraV | 92.49 | Not recorded | 69d48f7e7d0172140ec742cb |
| DeCoF | 92.43 | Not recorded | 69d48f7e7d0172140ec742cb |
| D3 | 92.2 | Not recorded | 69d48f7e7d0172140ec742cb |
| ReStraV | 89.8 | Not recorded | 697c3b04a8b01e76cc8da46b |
| X-CLIP | 88.87 | Not recorded | 69d48f7e7d0172140ec742cb |
| FID | 87.6 | Not recorded | 69d48f7e7d0172140ec742cb |
| NSG-VD | 87.45 | Not recorded | 697c3b04a8b01e76cc8da46b |
| MINTIME | 86.64 | Not recorded | 69d48f7e7d0172140ec742cb |
| FTCN | 82.6 | Not recorded | 69d48f7e7d0172140ec742cb |
| NSG-VD | 82.6 | Not recorded | 69d48f7e7d0172140ec742cb |
| ReStraV | 82 | Not recorded | 697c3b04a8b01e76cc8da46b |
| DeMamba-XCLIP-FT | 80.98 | Not recorded | 697c3b04a8b01e76cc8da46b |
| DeMamba | 80.8 | Not recorded | 69d48f7e7d0172140ec742cb |
| XCLIP-B-FT | 78.98 | Not recorded | 697c3b04a8b01e76cc8da46b |
| DeMamba-XCLIP-FT | 78.73 | Not recorded | 697c3b04a8b01e76cc8da46b |
| NPR | 75.31 | Not recorded | 69d48f7e7d0172140ec742cb |
| STIL | 74.37 | Not recorded | 69d48f7e7d0172140ec742cb |
| STIL | 72.39 | Not recorded | 697c3b04a8b01e76cc8da46b |
| XCLIP-B-FT | 72.01 | Not recorded | 697c3b04a8b01e76cc8da46b |
| AIGVDet | 70.14 | Not recorded | 69d48f7e7d0172140ec742cb |
| FTCN-CLIP-B | 69.91 | Not recorded | 697c3b04a8b01e76cc8da46b |
| TALL | 65.68 | Not recorded | 697c3b04a8b01e76cc8da46b |
| MINTIME-CLIP-B | 65.38 | Not recorded | 697c3b04a8b01e76cc8da46b |
| FTCN-CLIP-B | 62.79 | Not recorded | 697c3b04a8b01e76cc8da46b |
| MINTIME-CLIP-B | 61.35 | Not recorded | 697c3b04a8b01e76cc8da46b |
| TALL | 60.85 | Not recorded | 697c3b04a8b01e76cc8da46b |
| TALL | 60.2 | Not recorded | 69d48f7e7d0172140ec742cb |
| NPR | 53.85 | Not recorded | 697c3b04a8b01e76cc8da46b |
| STIL | 50.57 | Not recorded | 697c3b04a8b01e76cc8da46b |
| NPR | 46.18 | Not recorded | 697c3b04a8b01e76cc8da46b |

### NSG-VD

Average Detection Rate: 97.13. Result ID: 69977bfa5698665ec4d06410.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf61.md>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### ATSS

Average Detection Rate: 97.11. Result ID: 69d4c65a47f34ce924bcb2ce.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

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

### MPF-Net

Average Detection Rate: 94.67. Result ID: 69977bfa5698665ec4d06412.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### MPF-Net

Average Detection Rate: 94.55. Result ID: 69977bfa5698665ec4d06413.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### ReStraV

Average Detection Rate: 92.49. Result ID: 69d4c65a47f34ce924bcb2cc.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c411e209131cea8d2f2.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### DeCoF

Average Detection Rate: 92.43. Result ID: 69d4c65a47f34ce924bcb2ca.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78211e209131cea76e9d.md>)

Recorded evaluation configuration: {"reproduced":"implementation based on original paper"}. This record does not assert independent reproduction.

### D3

Average Detection Rate: 92.2. Result ID: 69d4c65a47f34ce924bcb2cd.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a621e209131cea82c16.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### ReStraV

Average Detection Rate: 89.8. Result ID: 69977bfa5698665ec4d0640f.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c411e209131cea8d2f2.md>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### X-CLIP

Average Detection Rate: 88.87. Result ID: 69d4c65a47f34ce924bcb2c3.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d331e209131cea385df.md>)

[Implementation](<https://www.sota2.com/aka.ms/X-CLIP>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### FID

Average Detection Rate: 87.6. Result ID: 69d4c65a47f34ce924bcb2c5.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### NSG-VD

Average Detection Rate: 87.45. Result ID: 69977bfa5698665ec4d06411.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf61.md>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### MINTIME

Average Detection Rate: 86.64. Result ID: 69d4c65a47f34ce924bcb2c7.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb1.md>)

[Implementation](<https://github.com/davide-coccomini/MINTIME-Multi-Identity-size-iNvariant-TIMEsformer-for-Video-Deepfake-Detection>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### FTCN

Average Detection Rate: 82.6. Result ID: 69d4c65a47f34ce924bcb2c2.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8b1e209131cea28a94.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### NSG-VD

Average Detection Rate: 82.6. Result ID: 69d4c65a47f34ce924bcb2cb.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf61.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### ReStraV

Average Detection Rate: 82. Result ID: 69977bfa5698665ec4d0640e.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c411e209131cea8d2f2.md>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### DeMamba-XCLIP-FT

Average Detection Rate: 80.98. Result ID: 69977bfa5698665ec4d0640c.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74901e209131cea62842.md>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### DeMamba

Average Detection Rate: 80.8. Result ID: 69d4c65a47f34ce924bcb2c9.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74901e209131cea62842.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### XCLIP-B-FT

Average Detection Rate: 78.98. Result ID: 69977bfa5698665ec4d0640b.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d331e209131cea385df.md>)

[Implementation](<https://www.sota2.com/aka.ms/X-CLIP>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### DeMamba-XCLIP-FT

Average Detection Rate: 78.73. Result ID: 69977bfa5698665ec4d0640d.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74901e209131cea62842.md>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### NPR

Average Detection Rate: 75.31. Result ID: 69d4c65a47f34ce924bcb2c6.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71821e209131cea51af9.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### STIL

Average Detection Rate: 74.37. Result ID: 69d4c65a47f34ce924bcb2c1.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6afc1e209131cea2b8c4.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### STIL

Average Detection Rate: 72.39. Result ID: 69977bfa5698665ec4d06402.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6afc1e209131cea2b8c4.md>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### XCLIP-B-FT

Average Detection Rate: 72.01. Result ID: 69977bfa5698665ec4d0640a.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d331e209131cea385df.md>)

[Implementation](<https://www.sota2.com/aka.ms/X-CLIP>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### AIGVDet

Average Detection Rate: 70.14. Result ID: 69d4c65a47f34ce924bcb2c8.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729d1e209131cea57879.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### FTCN-CLIP-B

Average Detection Rate: 69.91. Result ID: 69977bfa5698665ec4d06407.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8b1e209131cea28a94.md>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### TALL

Average Detection Rate: 65.68. Result ID: 69977bfa5698665ec4d06408.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea55071.md>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### MINTIME-CLIP-B

Average Detection Rate: 65.38. Result ID: 69977bfa5698665ec4d06405.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb1.md>)

[Implementation](<https://github.com/davide-coccomini/MINTIME-Multi-Identity-size-iNvariant-TIMEsformer-for-Video-Deepfake-Detection>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### FTCN-CLIP-B

Average Detection Rate: 62.79. Result ID: 69977bfa5698665ec4d06406.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8b1e209131cea28a94.md>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### MINTIME-CLIP-B

Average Detection Rate: 61.35. Result ID: 69977bfa5698665ec4d06404.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb1.md>)

[Implementation](<https://github.com/davide-coccomini/MINTIME-Multi-Identity-size-iNvariant-TIMEsformer-for-Video-Deepfake-Detection>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

### TALL

Average Detection Rate: 60.85. Result ID: 69977bfa5698665ec4d06409.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea55071.md>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### TALL

Average Detection Rate: 60.2. Result ID: 69d4c65a47f34ce924bcb2c4.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f7e7d0172140ec742cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea55071.md>)

Recorded evaluation configuration: {"reproduced":"officially released code"}. This record does not assert independent reproduction.

### NPR

Average Detection Rate: 53.85. Result ID: 69977bfa5698665ec4d06401.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71821e209131cea51af9.md>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### STIL

Average Detection Rate: 50.57. Result ID: 69977bfa5698665ec4d06403.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6afc1e209131cea2b8c4.md>)

Recorded evaluation configuration: {"Training condition":"SENIE","Metric":"F1"}. This record does not assert independent reproduction.

### NPR

Average Detection Rate: 46.18. Result ID: 69977bfa5698665ec4d06400.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b04a8b01e76cc8da46b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71821e209131cea51af9.md>)

Recorded evaluation configuration: {"Training condition":"SENIE"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.