# Video-level

Source: [Video-level](<https://www.sota2.com/research/dataset/video-level>)

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

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.

## Benchmarks

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

- [Deepfake Detection on FF++ video-level 8 (test)](<https://www.sota2.com/research/sota/deepfake-detection-on-ff-plus-plus-video-level-8-test.md>): Deepfake Detection; FF++ video-level 8 (test).

- [Video Anomaly Detection on UCF-Crime Video-level supervision](<https://www.sota2.com/research/sota/video-anomaly-detection-on-ucf-crime-video-level-supervision.md>): Video Anomaly Detection; UCF-Crime Video-level supervision.

- [Video Anomaly Reasoning on Video Anomaly Understanding Video-level (test)](<https://www.sota2.com/research/sota/video-anomaly-reasoning-on-video-anomaly-understanding-video-level-test.md>): Video Anomaly Reasoning; Video Anomaly Understanding Video-level (test).

- [Medical Image Classification on Kvasir-Capsule held-out video-level (test)](<https://www.sota2.com/research/sota/medical-image-classification-on-kvasir-capsule-held-out-video-level-test.md>): Medical Image Classification; Kvasir-Capsule held-out video-level (test).

- [Text-to-Video Retrieval on Video-level (test)](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-video-level-test.md>): Text-to-Video Retrieval; Video-level (test).

- [Video-to-Text Retrieval on Video-level (test)](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-video-level-test.md>): Video-to-Text Retrieval; Video-level (test).