# Video Action Recognition on HMDB51 (Accuracy) Source: [Video Action Recognition on HMDB51 (Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:25:44.048Z Evaluation of video action recognition performance on the HMDB51 dataset, measured by 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 | Video Action Recognition | | Dataset (including any stated split) | HMDB51 | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HR2G-shot | 74.5 | Not recorded | 68fa7a8c1e209131cea83d8c | | CLIP-FSAR | 72.5 | Not recorded | 68fa7a8c1e209131cea83d8c | | MVP-shot | 72.5 | Not recorded | 68fa7a8c1e209131cea83d8c | | MCN | 54.8 | Not recorded | 68fa6a991e209131cea2938c | | MCN | 54.5 | Not recorded | 68fa6a991e209131cea2938c | | CoCLR | 52.1 | Not recorded | 68fa6a991e209131cea2938c | | IIC | 38.3 | Not recorded | 68fa6a991e209131cea2938c | | PP | 35.9 | Not recorded | 68fa6a991e209131cea2938c | | PRP | 35 | Not recorded | 68fa6a991e209131cea2938c | | Mars | 32.6 | Not recorded | 68fa6a991e209131cea2938c | | VCP | 32.2 | Not recorded | 68fa6a991e209131cea2938c | | ST-puzzle | 31.3 | Not recorded | 68fa6a991e209131cea2938c | | VCOP | 30.9 | Not recorded | 68fa6a991e209131cea2938c | | CMC | 26.7 | Not recorded | 68fa6a991e209131cea2938c | | Jigsaw | 22.5 | Not recorded | 68fa6a991e209131cea2938c | | OPN | 22.1 | Not recorded | 68fa6a991e209131cea2938c | ### HR2G-shot Accuracy: 74.5. Result ID: 6a17ede4fbc373592c11479d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-based CLIP","Few-shot Setting":"5-way 1-shot"}. This record does not assert independent reproduction. ### CLIP-FSAR Accuracy: 72.5. Result ID: 6a17ede4fbc373592c11479b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-based CLIP","Few-shot Setting":"5-way 1-shot"}. This record does not assert independent reproduction. ### MVP-shot Accuracy: 72.5. Result ID: 6a17ede4fbc373592c11479c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-based CLIP","Few-shot Setting":"5-way 1-shot"}. This record does not assert independent reproduction. ### MCN Accuracy: 54.8. Result ID: 699ac7025698665ec45566db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R3D","Resolution":"128","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### MCN Accuracy: 54.5. Result ID: 699ac7025698665ec45566da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R(2+1)D","Resolution":"128","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### CoCLR Accuracy: 52.1. Result ID: 699ac7025698665ec45566d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"S3D","Resolution":"128","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### IIC Accuracy: 38.3. Result ID: 699ac7025698665ec45566d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R3D","Resolution":"112","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### PP Accuracy: 35.9. Result ID: 699ac7025698665ec45566d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R(2+1)D","Resolution":"112","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### PRP Accuracy: 35. Result ID: 699ac7025698665ec45566d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R(2+1)D","Resolution":"112","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### Mars Accuracy: 32.6. Result ID: 699ac7025698665ec45566d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"C3D","Resolution":"112","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### VCP Accuracy: 32.2. Result ID: 699ac7025698665ec45566d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R(2+1)D","Resolution":"112","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### ST-puzzle Accuracy: 31.3. Result ID: 699ac7025698665ec45566d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R3D","Resolution":"224","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### VCOP Accuracy: 30.9. Result ID: 699ac7025698665ec45566d5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R(2+1)D","Resolution":"112","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### CMC Accuracy: 26.7. Result ID: 699ac7025698665ec45566d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CaffeNet","Resolution":"128","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### Jigsaw Accuracy: 22.5. Result ID: 699ac7025698665ec45566cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"UCF101","Resolution":"225","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. ### OPN Accuracy: 22.1. Result ID: 699ac7025698665ec45566d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG","Resolution":"227","Pre-trained":"UCF101","Fine-tuning":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.