# AI-generated video detection on GenVidBench matched 27k Source: [AI-generated video detection on GenVidBench matched 27k]() Collection index: [llms.txt]() Data updated: 2026-07-01T07:08:59.165Z Evaluation of models for detecting AI-generated videos using the 'matched 27k' configuration of the GenVidBench dataset, reporting specialized metrics including Audited LOGO OOD (AUC), RvR floor, and margin. 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 | AI-generated video detection | | Dataset (including any stated split) | GenVidBench matched 27k | | Metric | Audited LOGO OOD (AUC) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Audited LOGO OOD (AUC)](): Higher is better; unit: PERCENT. - [RvR Floor](): Higher is better; unit: SCALAR. - [Margin](): Higher is better; unit: SCALAR. - [LOGO ID AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Audited LOGO OOD (AUC) | Result date | Report paper | | --- | --- | --- | --- | | Single-feature (ntotal, clip length) | 100 | Not recorded | 6a449f02e0224bd4f4992fa4 | | WaveRep DINOv2 raw-feature probe | 99.9 | Not recorded | 6a449f02e0224bd4f4992fa4 | | WaveRep (same backbone, raw-feature probe) | 99.9 | Not recorded | 6a449f02e0224bd4f4992fa4 | | WaveRep native LLR | 99.6 | Not recorded | 6a449f02e0224bd4f4992fa4 | | WaveRep (forensic LLR, DINOv2 ViT-B/14) | 99.6 | Not recorded | 6a449f02e0224bd4f4992fa4 | | XSFF: MV ⊕ ReStraV (feature-level 34-d) | 94.6 | Not recorded | 6a449f02e0224bd4f4992fa4 | | MV ⊕ ReStraV score blend | 94.4 | Not recorded | 6a449f02e0224bd4f4992fa4 | | fixed-α blend (best linear, baseline) | 93.5 | Not recorded | 6a449f02e0224bd4f4992fa4 | | ReStraV DINOv2 ViT-S/14 (matched harness) | 93.1 | Not recorded | 6a449f02e0224bd4f4992fa4 | | ReStraV (perceptual-straightening) | 93.1 | Not recorded | 6a449f02e0224bd4f4992fa4 | | ReStraV | 93 | Not recorded | 6a449f02e0224bd4f4992fa4 | | D3 (frame-pixel, native head) | 88.7 | Not recorded | 6a449f02e0224bd4f4992fa4 | | FVMD (motion-distance, full 1024-d) | 88 | Not recorded | 6a449f02e0224bd4f4992fa4 | | TemporalSpec+aug (20-d, LightGBM) | 87.1 | Not recorded | 6a449f02e0224bd4f4992fa4 | | TemporalSpec+aug | 87.1 | Not recorded | 6a449f02e0224bd4f4992fa4 | | TemporalSpec+aug (20-d, LightGBM) | 87.1 | Not recorded | 6a449f02e0224bd4f4992fa4 | | FVMD (dimensionality-matched, PCA-13) | 86.3 | Not recorded | 6a449f02e0224bd4f4992fa4 | | RAFT (optical-flow -\> Tier 0/1) | 85.5 | Not recorded | 6a449f02e0224bd4f4992fa4 | | CLIP-ViT-B/32 mean-pool (appearance) | 85.2 | Not recorded | 6a449f02e0224bd4f4992fa4 | | CLIP-ViT-B/32 (appearance) | 85.2 | Not recorded | 6a449f02e0224bd4f4992fa4 | | TemporalSpec (13-d codec-motion) | 83.2 | Not recorded | 6a449f02e0224bd4f4992fa4 | | TemporalSpec | 83.2 | Not recorded | 6a449f02e0224bd4f4992fa4 | | TemporalSpec (13-d, L2-LR) | 83.2 | Not recorded | 6a449f02e0224bd4f4992fa4 | | D3 (frame-pixel, features -\> L2-LR) | 55.7 | Not recorded | 6a449f02e0224bd4f4992fa4 | | Three-feature (nI, nP, nB, frame counts) | 52.9 | Not recorded | 6a449f02e0224bd4f4992fa4 | ### Single-feature (ntotal, clip length) Audited LOGO OOD (AUC): 100. Result ID: 6a44bd0973d097d845be11a1. [Reporting paper]() Recorded evaluation configuration: {"dim":"1","K=12 filter (C2)":"collapse"}. This record does not assert independent reproduction. ### WaveRep DINOv2 raw-feature probe Audited LOGO OOD (AUC): 99.9. Result ID: 6a44bd0973d097d845be11a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"dim":"768","K=12 filter (C2)":"pass"}. This record does not assert independent reproduction. ### WaveRep (same backbone, raw-feature probe) Audited LOGO OOD (AUC): 99.9. Result ID: 6a44bd0973d097d845be11d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"768","ms/clip":"420"}. This record does not assert independent reproduction. ### WaveRep native LLR Audited LOGO OOD (AUC): 99.6. Result ID: 6a44bd0973d097d845be11a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"dim":"3","K=12 filter (C2)":"pass"}. This record does not assert independent reproduction. ### WaveRep (forensic LLR, DINOv2 ViT-B/14) Audited LOGO OOD (AUC): 99.6. Result ID: 6a44bd0973d097d845be11cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"3","ms/clip":"420"}. This record does not assert independent reproduction. ### XSFF: MV ⊕ ReStraV (feature-level 34-d) Audited LOGO OOD (AUC): 94.6. Result ID: 6a44bd0973d097d845be11d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"34","ms/clip":"14+10\*"}. This record does not assert independent reproduction. ### MV ⊕ ReStraV score blend Audited LOGO OOD (AUC): 94.4. Result ID: 6a44bd0973d097d845be11c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alpha":"0.25"}. This record does not assert independent reproduction. ### fixed-α blend (best linear, baseline) Audited LOGO OOD (AUC): 93.5. Result ID: 6a44bd0973d097d845be11d2. [Reporting paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"n/a","ms/clip":"14+10\*"}. This record does not assert independent reproduction. ### ReStraV DINOv2 ViT-S/14 (matched harness) Audited LOGO OOD (AUC): 93.1. Result ID: 6a44bd0973d097d845be11a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"dim":"21","K=12 filter (C2)":"pass"}. This record does not assert independent reproduction. ### ReStraV (perceptual-straightening) Audited LOGO OOD (AUC): 93.1. Result ID: 6a44bd0973d097d845be11cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"21","ms/clip":"10\*"}. This record does not assert independent reproduction. ### ReStraV Audited LOGO OOD (AUC): 93. Result ID: 6a44bd0973d097d845be11c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Dimensions":"21-d","Classifier":"matched L2-LR"}. This record does not assert independent reproduction. ### D3 (frame-pixel, native head) Audited LOGO OOD (AUC): 88.7. Result ID: 6a44bd0973d097d845be11cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"1","ms/clip":"50\*"}. This record does not assert independent reproduction. ### FVMD (motion-distance, full 1024-d) Audited LOGO OOD (AUC): 88. Result ID: 6a44bd0973d097d845be11c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"1024","ms/clip":"59\*"}. This record does not assert independent reproduction. ### TemporalSpec+aug (20-d, LightGBM) Audited LOGO OOD (AUC): 87.1. Result ID: 6a44bd0973d097d845be11a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"dim":"20","K=12 filter (C2)":"pass"}. This record does not assert independent reproduction. ### TemporalSpec+aug Audited LOGO OOD (AUC): 87.1. Result ID: 6a44bd0973d097d845be11bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Dimensions":"20-d","Classifier":"LightGBM"}. This record does not assert independent reproduction. ### TemporalSpec+aug (20-d, LightGBM) Audited LOGO OOD (AUC): 87.1. Result ID: 6a44bd0973d097d845be11c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"20","ms/clip":"15 (CPU)"}. This record does not assert independent reproduction. ### FVMD (dimensionality-matched, PCA-13) Audited LOGO OOD (AUC): 86.3. Result ID: 6a44bd0973d097d845be11c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"13","ms/clip":"59\*"}. This record does not assert independent reproduction. ### RAFT (optical-flow -\> Tier 0/1) Audited LOGO OOD (AUC): 85.5. Result ID: 6a44bd0973d097d845be11ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset":"27k","dim":"13","ms/clip":"400"}. This record does not assert independent reproduction. ### CLIP-ViT-B/32 mean-pool (appearance) Audited LOGO OOD (AUC): 85.2. Result ID: 6a44bd0973d097d845be11a3. [Reporting paper]() Recorded evaluation configuration: {"dim":"13","K=12 filter (C2)":"pass"}. This record does not assert independent reproduction. ### CLIP-ViT-B/32 (appearance) Audited LOGO OOD (AUC): 85.2. Result ID: 6a44bd0973d097d845be11ce. [Reporting paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"13","ms/clip":"67\*"}. This record does not assert independent reproduction. ### TemporalSpec (13-d codec-motion) Audited LOGO OOD (AUC): 83.2. Result ID: 6a44bd0973d097d845be11a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"dim":"13","K=12 filter (C2)":"pass"}. This record does not assert independent reproduction. ### TemporalSpec Audited LOGO OOD (AUC): 83.2. Result ID: 6a44bd0973d097d845be11be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Dimensions":"13-d","Classifier":"L2-LR"}. This record does not assert independent reproduction. ### TemporalSpec (13-d, L2-LR) Audited LOGO OOD (AUC): 83.2. Result ID: 6a44bd0973d097d845be11c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"13","ms/clip":"14 (CPU)"}. This record does not assert independent reproduction. ### D3 (frame-pixel, features -\> L2-LR) Audited LOGO OOD (AUC): 55.7. Result ID: 6a44bd0973d097d845be11cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset":"27k","dim":"768","ms/clip":"50\*"}. This record does not assert independent reproduction. ### Three-feature (nI, nP, nB, frame counts) Audited LOGO OOD (AUC): 52.9. Result ID: 6a44bd0973d097d845be11a2. [Reporting paper]() Recorded evaluation configuration: {"dim":"3","K=12 filter (C2)":"collapse"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.