# Action Recognition Classification on UCF101

Source: [Action Recognition Classification on UCF101](<https://www.sota2.com/research/sota/action-recognition-classification-on-ucf101>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-18T07:47:58.762Z

Evaluation of video action recognition classification performance on the UCF101 dataset, reporting Accuracy and a metric labeled 'Rob.'.

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 Classification |
| Dataset (including any stated split) | UCF101 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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](<https://www.sota2.com/research/sota/action-recognition-classification-on-ucf101.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Robustness Score](<https://www.sota2.com/research/sota/action-recognition-classification-on-ucf101.md?metric=Robustness%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MTA | 67.5 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| R-TPT | 67.2 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| TTC | 65.8 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| CLIP | 65.2 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| AGC | 65.2 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| TTP | 65 | Not recorded | 6a0a9d1edbc836b87d82b48a |
| Ensemble | 63.9 | Not recorded | 6a0a9d1edbc836b87d82b48a |

### MTA

Accuracy: 67.5. Result ID: 6a0ac31147f34ce924f09a77.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73191e209131cea5a896.md>)

[Implementation](<https://github.com/MaxZanella/MTA>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### R-TPT

Accuracy: 67.2. Result ID: 6a0ac31147f34ce924f09a78.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7add1e209131cea8590d.md>)

[Implementation](<https://github.com/TomSheng21/R-TPT>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### TTC

Accuracy: 65.8. Result ID: 6a0ac31147f34ce924f09a75.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa774a1e209131cea724cc.md>)

[Implementation](<https://www.sota2.com/here>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 65.2. Result ID: 6a0ac31147f34ce924f09a74.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### AGC

Accuracy: 65.2. Result ID: 6a0ac31147f34ce924f09a7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### TTP

Accuracy: 65. Result ID: 6a0ac31147f34ce924f09a79.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc1a423ea42265729b91.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

### Ensemble

Accuracy: 63.9. Result ID: 6a0ac31147f34ce924f09a76.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d1edbc836b87d82b48a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73191e209131cea5a896.md>)

[Implementation](<https://github.com/MaxZanella/MTA>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-train":"CLIP","Epsilon (ϵ)":"4/255","Attack Protocol":"PGD-100"}. This record does not assert independent reproduction.

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