# Few-shot video recognition on HMDB-51 Source: [Few-shot video recognition on HMDB-51]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:53.757Z Evaluation of few-shot video recognition performance on the HMDB-51 dataset, reporting Top-1 accuracy across various shot counts (K=2, 4, 8, 16). 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 | Few-shot video recognition | | Dataset (including any stated split) | HMDB-51 | | Metric | Top-1 Acc (K=2) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 (K=2)](): Higher is better; unit: PERCENT. - [Top-1 Acc (K=4)](): Higher is better; unit: PERCENT. - [Top-1 Acc (K=8)](): Higher is better; unit: PERCENT. - [Top-1 Acc (K=16)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc (K=2) | Result date | Report paper | | --- | --- | --- | --- | | Zero-ViCLIP + MSTA + Lcc | 0.612 | Not recorded | 68fa77771e209131cea73519 | | MOTE | 0.61 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP + MSTA | 0.601 | Not recorded | 68fa77771e209131cea73519 | | OST | 0.6 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP + AdaptFormer | 0.6 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP + LORA | 0.594 | Not recorded | 68fa77771e209131cea73519 | | Vanilla CLIP | 0.578 | Not recorded | 68fa77771e209131cea73519 | | ViFi-CLIP | 0.575 | Not recorded | 68fa77771e209131cea73519 | | ViCLIP | 0.537 | Not recorded | 68fa77771e209131cea73519 | | XCLIP | 0.535 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP | 0.478 | Not recorded | 68fa77771e209131cea73519 | | A5 | 0.412 | Not recorded | 68fa77771e209131cea73519 | | Vanilla CLIP | 0.372 | Not recorded | 68fa77771e209131cea73519 | ### Zero-ViCLIP + MSTA + Lcc Top-1 Acc (K=2): 0.612. Result ID: 699493cb3a6c3148491e2127. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"179.84","Transfer learning protocol":"Efficient transfer pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### MOTE Top-1 Acc (K=2): 0.61. Result ID: 699493cb3a6c3148491e2121. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"141","Transfer learning protocol":"Tuning pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### Zero-ViCLIP + MSTA Top-1 Acc (K=2): 0.601. Result ID: 699493cb3a6c3148491e2126. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"179.84","Transfer learning protocol":"Efficient transfer pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### OST Top-1 Acc (K=2): 0.6. Result ID: 699493cb3a6c3148491e2120. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Transfer learning protocol":"Tuning pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### Zero-ViCLIP + AdaptFormer Top-1 Acc (K=2): 0.6. Result ID: 699493cb3a6c3148491e2124. [Reporting paper]() Recorded evaluation configuration: {"GFLOPs":"179.80","Transfer learning protocol":"Efficient transfer pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### Zero-ViCLIP + LORA Top-1 Acc (K=2): 0.594. Result ID: 699493cb3a6c3148491e2125. [Reporting paper]() Recorded evaluation configuration: {"GFLOPs":"179.80","Transfer learning protocol":"Efficient transfer pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### Vanilla CLIP Top-1 Acc (K=2): 0.578. Result ID: 699493cb3a6c3148491e211e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"282","Transfer learning protocol":"Tuning pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### ViFi-CLIP Top-1 Acc (K=2): 0.575. Result ID: 699493cb3a6c3148491e211f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"281","Transfer learning protocol":"Tuning pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### ViCLIP Top-1 Acc (K=2): 0.537. Result ID: 699493cb3a6c3148491e2122. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GFLOPs":"161","Transfer learning protocol":"Tuning pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### XCLIP Top-1 Acc (K=2): 0.535. Result ID: 699493cb3a6c3148491e211c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"145","Transfer learning protocol":"Adapting pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### Zero-ViCLIP Top-1 Acc (K=2): 0.478. Result ID: 699493cb3a6c3148491e2123. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GFLOPs":"161","Transfer learning protocol":"Efficient transfer pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### A5 Top-1 Acc (K=2): 0.412. Result ID: 699493cb3a6c3148491e211d. [Reporting paper]() Recorded evaluation configuration: {"GFLOPs":"284","Transfer learning protocol":"Adapting pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. ### Vanilla CLIP Top-1 Acc (K=2): 0.372. Result ID: 699493cb3a6c3148491e211b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"281","Transfer learning protocol":"Zero-shot pre-trained models","Multi-view inference":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.