# Video-to-Video on Koala-36M and RealEstate10K Source: [Video-to-Video on Koala-36M and RealEstate10K]() Collection index: [llms.txt]() Data updated: 2026-06-23T07:34:09.399Z Evaluation of Video-to-Video models using the combined Koala-36M and RealEstate10K datasets, assessed using metrics including FVD, FID, CLIP Score, and Vbench. 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 | Video-to-Video | | Dataset (including any stated split) | Koala-36M and RealEstate10K | | Metric | FVD | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [FVD](): Lower is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [CLIP Score](): Higher is better; unit: SCALAR. - [Vbench Visual](): Higher is better; unit: SCALAR. - [CLIP-F](): Higher is better; unit: SCALAR. - [Vbench Dynamic](): Higher is better; unit: SCALAR. - [Erot](): Lower is better; unit: SCALAR. - [Etrans](): Lower is better; unit: SCALAR. - [CamMC](): Higher is better; unit: SCALAR. - [FVD-V](): Lower is better; unit: SCALAR. - [CLIP-V](): Higher is better; unit: SCALAR. ## Recorded results | Method | FVD | Result date | Report paper | | --- | --- | --- | --- | | TriMotion | 221.59 | Not recorded | 6a3a130c206542251d7c6f63 | | TriMotion | 237.87 | Not recorded | 6a3a130c206542251d7c6f63 | | CamCloneMaster | 241.38 | Not recorded | 6a3a130c206542251d7c6f63 | | ReCamMaster | 253.65 | Not recorded | 6a3a130c206542251d7c6f63 | | TriMotion | 254.55 | Not recorded | 6a3a130c206542251d7c6f63 | | DaS | 274.22 | Not recorded | 6a3a130c206542251d7c6f63 | | TrajectoryCrafter | 299.96 | Not recorded | 6a3a130c206542251d7c6f63 | ### TriMotion FVD: 221.59. Result ID: 6a3a36b1fbc373592c34164e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Modality":"Pose"}. This record does not assert independent reproduction. ### TriMotion FVD: 237.87. Result ID: 6a3a36b1fbc373592c34164c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Modality":"Text"}. This record does not assert independent reproduction. ### CamCloneMaster FVD: 241.38. Result ID: 6a3a36b1fbc373592c34164b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Modality":"Video"}. This record does not assert independent reproduction. ### ReCamMaster FVD: 253.65. Result ID: 6a3a36b1fbc373592c34164a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Modality":"Pose"}. This record does not assert independent reproduction. ### TriMotion FVD: 254.55. Result ID: 6a3a36b1fbc373592c34164d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Modality":"Video"}. This record does not assert independent reproduction. ### DaS FVD: 274.22. Result ID: 6a3a36b1fbc373592c341648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Modality":"Pose"}. This record does not assert independent reproduction. ### TrajectoryCrafter FVD: 299.96. Result ID: 6a3a36b1fbc373592c341649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Modality":"Pose"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.