# Action Recognition on PA-HMDB Source: [Action Recognition on PA-HMDB]() Collection index: [llms.txt]() Data updated: 2026-03-30T07:36:56.525Z Evaluation of video action recognition performance using the PA-HMDB dataset, typically 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) | PA-HMDB | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 | | --- | --- | --- | --- | | Raw data | 65.24 | Not recorded | 69ca03700636e5bf4afc92a5 | | Ours | 62.58 | Not recorded | 69ca03700636e5bf4afc92a5 | | Balancing | 60.58 | Not recorded | 69ca03700636e5bf4afc92a5 | | STPrivacy | 50.61 | Not recorded | 69ca03700636e5bf4afc92a5 | | Raw data | 43.6 | Not recorded | 68fa6c161e209131cea320da | | SPAct | 43.1 | Not recorded | 68fa6c161e209131cea320da | | SPAct | 43.1 | Not recorded | 69ca03700636e5bf4afc92a5 | | Supervised | 42.3 | Not recorded | 68fa6c161e209131cea320da | | VITA | 42.3 | Not recorded | 69ca03700636e5bf4afc92a5 | | Obf-WeakBlur | 41.7 | Not recorded | 68fa6c161e209131cea320da | | Noise-Features | 41.5 | Not recorded | 68fa6c161e209131cea320da | | Obf-StrongBlur | 36.4 | Not recorded | 68fa6c161e209131cea320da | | StrongBlur | 36.4 | Not recorded | 69ca03700636e5bf4afc92a5 | | Downsample | 36.1 | Not recorded | 68fa6c161e209131cea320da | | Downsample-2× | 36.1 | Not recorded | 69ca03700636e5bf4afc92a5 | | Obf-Blackening | 34.2 | Not recorded | 68fa6c161e209131cea320da | | Blackening | 34.2 | Not recorded | 69ca03700636e5bf4afc92a5 | | Downsample | 25.8 | Not recorded | 68fa6c161e209131cea320da | | Downsample-4× | 25.8 | Not recorded | 69ca03700636e5bf4afc92a5 | ### Raw data Top-1 Accuracy: 65.24. Result ID: 69ca280347f34ce924b27998. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours Top-1 Accuracy: 62.58. Result ID: 69ca280347f34ce924b279a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Balancing Top-1 Accuracy: 60.58. Result ID: 69ca280347f34ce924b2799f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"B":"0.3"}. This record does not assert independent reproduction. ### STPrivacy Top-1 Accuracy: 50.61. Result ID: 69ca280347f34ce924b279a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Raw data Top-1 Accuracy: 43.6. Result ID: 698ecd3cffc3901de0a16189. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPAct Top-1 Accuracy: 43.1. Result ID: 698ecd3cffc3901de0a16191. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPAct Top-1 Accuracy: 43.1. Result ID: 69ca280347f34ce924b2799e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Supervised Top-1 Accuracy: 42.3. Result ID: 698ecd3cffc3901de0a16190. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Supervised"}. This record does not assert independent reproduction. ### VITA Top-1 Accuracy: 42.3. Result ID: 69ca280347f34ce924b2799d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Obf-WeakBlur Top-1 Accuracy: 41.7. Result ID: 698ecd3cffc3901de0a1618e. [Reporting paper]() Recorded evaluation configuration: {"Obfuscation Strategy":"Weak Blur"}. This record does not assert independent reproduction. ### Noise-Features Top-1 Accuracy: 41.5. Result ID: 698ecd3cffc3901de0a1618f. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Noise-Features"}. This record does not assert independent reproduction. ### Obf-StrongBlur Top-1 Accuracy: 36.4. Result ID: 698ecd3cffc3901de0a1618d. [Reporting paper]() Recorded evaluation configuration: {"Obfuscation Strategy":"Strong Blur"}. This record does not assert independent reproduction. ### StrongBlur Top-1 Accuracy: 36.4. Result ID: 69ca280347f34ce924b2799c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Downsample Top-1 Accuracy: 36.1. Result ID: 698ecd3cffc3901de0a1618a. [Reporting paper]() Recorded evaluation configuration: {"Downsampling Factor":"2x"}. This record does not assert independent reproduction. ### Downsample-2× Top-1 Accuracy: 36.1. Result ID: 69ca280347f34ce924b27999. [Reporting paper]() Recorded evaluation configuration: {"Downsample":"2×"}. This record does not assert independent reproduction. ### Obf-Blackening Top-1 Accuracy: 34.2. Result ID: 698ecd3cffc3901de0a1618c. [Reporting paper]() Recorded evaluation configuration: {"Obfuscation Strategy":"Blackening"}. This record does not assert independent reproduction. ### Blackening Top-1 Accuracy: 34.2. Result ID: 69ca280347f34ce924b2799b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Downsample Top-1 Accuracy: 25.8. Result ID: 698ecd3cffc3901de0a1618b. [Reporting paper]() Recorded evaluation configuration: {"Downsampling Factor":"4x"}. This record does not assert independent reproduction. ### Downsample-4× Top-1 Accuracy: 25.8. Result ID: 69ca280347f34ce924b2799a. [Reporting paper]() Recorded evaluation configuration: {"Downsample":"4×"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.