# Video Recognition on Temporal Understanding Benchmark Temporal-50 Static-50 Source: [Video Recognition on Temporal Understanding Benchmark Temporal-50 Static-50]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:54.169Z Evaluation of Video Recognition performance on the Temporal Understanding Benchmark, focusing on the Temporal-50 and Static-50 subsets using Top-1, Top-5, and Temporal Score metrics. 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 Recognition | | Dataset (including any stated split) | Temporal Understanding Benchmark Temporal-50 Static-50 | | Metric | Top-1 Acc (Temporal-50) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 - [Top-1 Acc (Temporal-50)](): Higher is better; unit: PERCENT. - [Top-5 Acc (Temporal-50)](): Higher is better; unit: PERCENT. - [Top-1 Acc (Static-50)](): Higher is better; unit: PERCENT. - [Temporal Score (TS)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Acc (Temporal-50) | Result date | Report paper | | --- | --- | --- | --- | | ILA | 0.819 | Not recorded | 68fa705a1e209131cea4a883 | | X-CLIP | 0.759 | Not recorded | 68fa705a1e209131cea4a883 | | EVL | 0.707 | Not recorded | 68fa705a1e209131cea4a883 | ### ILA Top-1 Acc (Temporal-50): 0.819. Result ID: 69912bc13a6c3148490637a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"CLIP-400M","Backbone":"ViT-B/16","Frames":"8f"}. This record does not assert independent reproduction. ### X-CLIP Top-1 Acc (Temporal-50): 0.759. Result ID: 69912bc13a6c3148490637a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"CLIP-400M","Backbone":"ViT-B/16","Frames":"8f"}. This record does not assert independent reproduction. ### EVL Top-1 Acc (Temporal-50): 0.707. Result ID: 69912bc13a6c3148490637a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"CLIP-400M","Backbone":"ViT-B/16","Frames":"8f"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.