# Few-shot video recognition on UCF-101 Source: [Few-shot video recognition on UCF-101]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:53.773Z Evaluation of Few-Shot Video Recognition performance on the UCF-101 dataset, measured using K-shot accuracy metrics. 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) | UCF-101 | | 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 | | --- | --- | --- | --- | | MOTE | 88.1 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP + MSTA + Lcc | 86.1 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP + MSTA | 85.1 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP + AdaptFormer | 84.8 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP + LORA | 83.5 | Not recorded | 68fa77771e209131cea73519 | | OST | 83 | Not recorded | 68fa77771e209131cea73519 | | ViCLIP | 83 | Not recorded | 68fa77771e209131cea73519 | | Vanilla CLIP | 81.8 | Not recorded | 68fa77771e209131cea73519 | | ViFi-CLIP | 80.5 | Not recorded | 68fa77771e209131cea73519 | | A5 | 71.7 | Not recorded | 68fa77771e209131cea73519 | | Zero-ViCLIP | 71 | Not recorded | 68fa77771e209131cea73519 | | Vanilla CLIP | 62.8 | Not recorded | 68fa77771e209131cea73519 | | XCLIP | 49.3 | Not recorded | 68fa77771e209131cea73519 | ### MOTE Top-1 Acc (K=2): 88.1. Result ID: 699493cb3a6c3148491e212e. [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 + Lcc Top-1 Acc (K=2): 86.1. Result ID: 699493cb3a6c3148491e2134. [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. ### Zero-ViCLIP + MSTA Top-1 Acc (K=2): 85.1. Result ID: 699493cb3a6c3148491e2133. [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. ### Zero-ViCLIP + AdaptFormer Top-1 Acc (K=2): 84.8. Result ID: 699493cb3a6c3148491e2131. [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): 83.5. Result ID: 699493cb3a6c3148491e2132. [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. ### OST Top-1 Acc (K=2): 83. Result ID: 699493cb3a6c3148491e212d. [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. ### ViCLIP Top-1 Acc (K=2): 83. Result ID: 699493cb3a6c3148491e212f. [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. ### Vanilla CLIP Top-1 Acc (K=2): 81.8. Result ID: 699493cb3a6c3148491e212b. [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): 80.5. Result ID: 699493cb3a6c3148491e212c. [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. ### A5 Top-1 Acc (K=2): 71.7. Result ID: 699493cb3a6c3148491e212a. [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. ### Zero-ViCLIP Top-1 Acc (K=2): 71. Result ID: 699493cb3a6c3148491e2130. [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. ### Vanilla CLIP Top-1 Acc (K=2): 62.8. Result ID: 699493cb3a6c3148491e2128. [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. ### XCLIP Top-1 Acc (K=2): 49.3. Result ID: 699493cb3a6c3148491e2129. [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. Page 1 of 1. This is an index page, not the full collection.