# Action Recognition on HMDB (Top-1 Accuracy) Source: [Action Recognition on HMDB (Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-27T07:08:23.394Z Evaluation of video action recognition performance using the HMDB dataset, measured by 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) | HMDB | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | S3D (supervised learning) | 75.9 | Not recorded | 68fa6c2f1e209131cea32a7b | | VT-TWINS | 57.9 | Not recorded | 68fa6c2f1e209131cea32a7b | | MIL-NCE | 54.8 | Not recorded | 68fa6c2f1e209131cea32a7b | | MIL-NCE | 53.1 | Not recorded | 68fa6c2f1e209131cea32a7b | | AVTS | 53 | Not recorded | 68fa6c2f1e209131cea32a7b | | CBT | 44.6 | Not recorded | 68fa6c2f1e209131cea32a7b | | 3DRotNet | 40 | Not recorded | 68fa6c2f1e209131cea32a7b | | Shuffle & Learn | 35.8 | Not recorded | 68fa6c2f1e209131cea32a7b | | DPC | 35.7 | Not recorded | 68fa6c2f1e209131cea32a7b | | 3D ST-puzzle | 33.7 | Not recorded | 68fa6c2f1e209131cea32a7b | | Wang et al. | 33.4 | Not recorded | 68fa6c2f1e209131cea32a7b | | Fernanado et al. | 32.5 | Not recorded | 68fa6c2f1e209131cea32a7b | | ClipOrder | 30.9 | Not recorded | 68fa6c2f1e209131cea32a7b | | CBT | 29.5 | Not recorded | 68fa6c2f1e209131cea32a7b | | CMC | 26.7 | Not recorded | 68fa6c2f1e209131cea32a7b | | Geometry | 26.7 | Not recorded | 68fa6c2f1e209131cea32a7b | | OPN | 23.8 | Not recorded | 68fa6c2f1e209131cea32a7b | ### S3D (supervised learning) Top-1 Accuracy: 75.9. Result ID: 69a142e735dfcabb00e5dc5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Backbone)":"S3D","Frozen":"✖"}. This record does not assert independent reproduction. ### VT-TWINS Top-1 Accuracy: 57.9. Result ID: 69a142e735dfcabb00e5dc5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"HTM","MM (Modality)":"Text","Model (Backbone)":"S3D","Frozen":"✔"}. This record does not assert independent reproduction. ### MIL-NCE Top-1 Accuracy: 54.8. Result ID: 69a142e735dfcabb00e5dc5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"HTM","MM (Modality)":"Text","Model (Backbone)":"I3D","Frozen":"✔"}. This record does not assert independent reproduction. ### MIL-NCE Top-1 Accuracy: 53.1. Result ID: 69a142e735dfcabb00e5dc5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"HTM","MM (Modality)":"Text","Model (Backbone)":"S3D","Frozen":"✔"}. This record does not assert independent reproduction. ### AVTS Top-1 Accuracy: 53. Result ID: 69a142e735dfcabb00e5dc59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"K600","MM (Modality)":"Audio","Model (Backbone)":"I3D","Frozen":"✖"}. This record does not assert independent reproduction. ### CBT Top-1 Accuracy: 44.6. Result ID: 69a142e735dfcabb00e5dc58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"K600","MM (Modality)":"✖","Model (Backbone)":"S3D","Frozen":"✖"}. This record does not assert independent reproduction. ### 3DRotNet Top-1 Accuracy: 40. Result ID: 69a142e735dfcabb00e5dc54. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Dataset":"K600","MM (Modality)":"✖","Model (Backbone)":"S3D","Frozen":"✖"}. This record does not assert independent reproduction. ### Shuffle & Learn Top-1 Accuracy: 35.8. Result ID: 69a142e735dfcabb00e5dc4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"K600","MM (Modality)":"✖","Model (Backbone)":"S3D","Frozen":"✖"}. This record does not assert independent reproduction. ### DPC Top-1 Accuracy: 35.7. Result ID: 69a142e735dfcabb00e5dc55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"K400","MM (Modality)":"✖","Model (Backbone)":"3D-R34","Frozen":"✖"}. This record does not assert independent reproduction. ### 3D ST-puzzle Top-1 Accuracy: 33.7. Result ID: 69a142e735dfcabb00e5dc56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"K400","MM (Modality)":"✖","Model (Backbone)":"3D-R18","Frozen":"✖"}. This record does not assert independent reproduction. ### Wang et al. Top-1 Accuracy: 33.4. Result ID: 69a142e735dfcabb00e5dc4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"K400","MM (Modality)":"Flow","Model (Backbone)":"C3D","Frozen":"✖"}. This record does not assert independent reproduction. ### Fernanado et al. Top-1 Accuracy: 32.5. Result ID: 69a142e735dfcabb00e5dc52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"UCF","MM (Modality)":"✖","Model (Backbone)":"AlexNet","Frozen":"✖"}. This record does not assert independent reproduction. ### ClipOrder Top-1 Accuracy: 30.9. Result ID: 69a142e735dfcabb00e5dc53. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Dataset":"UCF","MM (Modality)":"✖","Model (Backbone)":"R(2+1)D","Frozen":"✖"}. This record does not assert independent reproduction. ### CBT Top-1 Accuracy: 29.5. Result ID: 69a142e735dfcabb00e5dc57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"K600","MM (Modality)":"✖","Model (Backbone)":"S3D","Frozen":"✔"}. This record does not assert independent reproduction. ### CMC Top-1 Accuracy: 26.7. Result ID: 69a142e735dfcabb00e5dc50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"UCF","MM (Modality)":"Flow","Model (Backbone)":"CaffeNet","Frozen":"✖"}. This record does not assert independent reproduction. ### Geometry Top-1 Accuracy: 26.7. Result ID: 69a142e735dfcabb00e5dc51. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Dataset":"UCF","MM (Modality)":"Flow","Model (Backbone)":"CaffeNet","Frozen":"✖"}. This record does not assert independent reproduction. ### OPN Top-1 Accuracy: 23.8. Result ID: 69a142e735dfcabb00e5dc4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"UCF","MM (Modality)":"✖","Model (Backbone)":"VGG","Frozen":"✖"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.