# Action Recognition on Ego-Exo4D Bike Repair Source: [Action Recognition on Ego-Exo4D Bike Repair]() Collection index: [llms.txt]() Data updated: 2026-05-25T07:39:08.167Z Evaluation of Action Recognition performance on the Ego-Exo4D Bike Repair dataset subset, reporting Top-1 accuracy. 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 | Action Recognition | | Dataset (including any stated split) | Ego-Exo4D Bike Repair | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Delta](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TIME + VideoMAEv2 | 29.03 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + VideoMAEv2 | 29.03 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | V-JEPA 2 | 28.85 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | VideoMAEv2 | 27.7 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + V-JEPA 2 | 26.68 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + V-JEPA 2 | 26.68 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + RVM | 23.04 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + RVM | 23.04 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | RVM | 22.76 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + DINOv3 | 20.69 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + DINOv3 | 20.69 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + CLIP | 19.31 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME + CLIP | 19.31 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | CLIP | 15.85 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | DINOv3 | 15.62 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | | TIME | 14.88 | Not recorded | 6a13d78a6f71c5ae7dc9e8b5 | ### TIME + VideoMAEv2 Top-1 Accuracy: 29.03. Result ID: 6a13fc89fbc373592c0adb4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TIME + VideoMAEv2 Top-1 Accuracy: 29.03. Result ID: 6a13fc89fbc373592c0adb7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Strategy":"TIME + VideoMAEv2","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### V-JEPA 2 Top-1 Accuracy: 28.85. Result ID: 6a13fc89fbc373592c0adb76. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Strategy":"V-JEPA 2","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### VideoMAEv2 Top-1 Accuracy: 27.7. Result ID: 6a13fc89fbc373592c0adb75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Strategy":"VideoMAEv2","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### TIME + V-JEPA 2 Top-1 Accuracy: 26.68. Result ID: 6a13fc89fbc373592c0adb50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TIME + V-JEPA 2 Top-1 Accuracy: 26.68. Result ID: 6a13fc89fbc373592c0adb7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Strategy":"TIME + V-JEPA 2","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### TIME + RVM Top-1 Accuracy: 23.04. Result ID: 6a13fc89fbc373592c0adb4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TIME + RVM Top-1 Accuracy: 23.04. Result ID: 6a13fc89fbc373592c0adb79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Strategy":"TIME + RVM","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### RVM Top-1 Accuracy: 22.76. Result ID: 6a13fc89fbc373592c0adb74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Strategy":"RVM","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### TIME + DINOv3 Top-1 Accuracy: 20.69. Result ID: 6a13fc89fbc373592c0adb4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"frames":"4f"}. This record does not assert independent reproduction. ### TIME + DINOv3 Top-1 Accuracy: 20.69. Result ID: 6a13fc89fbc373592c0adb78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Strategy":"TIME + DINOv3 (4f)","Number of frames":"4f","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### TIME + CLIP Top-1 Accuracy: 19.31. Result ID: 6a13fc89fbc373592c0adb4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"frames":"4f"}. This record does not assert independent reproduction. ### TIME + CLIP Top-1 Accuracy: 19.31. Result ID: 6a13fc89fbc373592c0adb77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Strategy":"TIME + CLIP (4f)","Number of frames":"4f","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 15.85. Result ID: 6a13fc89fbc373592c0adb71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Strategy":"CLIP (4f)","Number of frames":"4f","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### DINOv3 Top-1 Accuracy: 15.62. Result ID: 6a13fc89fbc373592c0adb72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Strategy":"DINOv3 (4f)","Number of frames":"4f","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. ### TIME Top-1 Accuracy: 14.88. Result ID: 6a13fc89fbc373592c0adb73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Strategy":"TIME (Ours)","Evaluation Protocol":"Video Probing"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.