# Temporal Action Localization (Noun) on EPIC-Kitchens 100 (val)

Source: [Temporal Action Localization (Noun) on EPIC-Kitchens 100 (val)](<https://www.sota2.com/research/sota/temporal-action-localization-noun-on-epic-kitchens-100-val>)

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

Data updated: 2026-02-26T06:09:58.480Z

Evaluation of Temporal Action Localization performance focusing specifically on the Noun class predictions on the validation split of the EPIC-Kitchens 100 dataset, typically measured using Mean Average Precision (mAP) across various Intersection over Union (IoU) thresholds.

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 | Temporal Action Localization (Noun) |
| Dataset (including any stated split) | EPIC-Kitchens 100 (val) |
| Metric | mAP@0.1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [mAP@0.1](<https://www.sota2.com/research/sota/temporal-action-localization-noun-on-epic-kitchens-100-val.md?metric=mAP%400.1>): Higher is better; unit: PERCENT.

- [mAP@0.2](<https://www.sota2.com/research/sota/temporal-action-localization-noun-on-epic-kitchens-100-val.md?metric=mAP%400.2>): Higher is better; unit: PERCENT.

- [mAP@0.3](<https://www.sota2.com/research/sota/temporal-action-localization-noun-on-epic-kitchens-100-val.md?metric=mAP%400.3>): Higher is better; unit: PERCENT.

- [mAP@0.4](<https://www.sota2.com/research/sota/temporal-action-localization-noun-on-epic-kitchens-100-val.md?metric=mAP%400.4>): Higher is better; unit: PERCENT.

- [mAP@0.5](<https://www.sota2.com/research/sota/temporal-action-localization-noun-on-epic-kitchens-100-val.md?metric=mAP%400.5>): Higher is better; unit: PERCENT.

- [Avg mAP](<https://www.sota2.com/research/sota/temporal-action-localization-noun-on-epic-kitchens-100-val.md?metric=Avg%20mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP@0.1 | Result date | Report paper |
| --- | --- | --- | --- |
| AdaTAD | 32.4 | Not recorded | 68fa72f91e209131cea59b10 |
| ActionFormer | 31.3 | Not recorded | 68fa72f91e209131cea59b10 |
| TriDet | 27.4 | Not recorded | 68fa72f91e209131cea59b10 |
| ASL | 26 | Not recorded | 68fa708c1e209131cea4bb0c |
| ASL | 26 | Not recorded | 68fa72f91e209131cea59b10 |
| ActionFormer | 25.2 | Not recorded | 68fa6d4b1e209131cea38d61 |
| Actionformer | 25.2 | Not recorded | 68fa708c1e209131cea4bb0c |
| ActionFormer | 25.2 | Not recorded | 68fa72f91e209131cea59b10 |
| AdaTAD | 24.5 | Not recorded | 68fa72f91e209131cea59b10 |
| AGT | 11.63 | Not recorded | 68fa69281e209131cea20695 |
| G-TAD | 11 | Not recorded | 68fa6d4b1e209131cea38d61 |
| G-TAD | 11 | Not recorded | 68fa708c1e209131cea4bb0c |
| G-TAD | 11 | Not recorded | 68fa72f91e209131cea59b10 |
| Damen et al. | 10.71 | Not recorded | 68fa69281e209131cea20695 |
| BMN | 10.3 | Not recorded | 68fa6d4b1e209131cea38d61 |
| BMN | 10.3 | Not recorded | 68fa708c1e209131cea4bb0c |
| BMN | 10.3 | Not recorded | 68fa72f91e209131cea59b10 |

### AdaTAD

mAP@0.1: 32.4. Result ID: 6992a6223a6c314849106482.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Implementation](<https://github.com/sming256/AdaTAD>)

Recorded evaluation configuration: {"E2E":true,"Backbone":"VideoMAE-L"}. This record does not assert independent reproduction.

### ActionFormer

mAP@0.1: 31.3. Result ID: 6992a6223a6c314849106481.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4b1e209131cea38d61.md>)

[Implementation](<https://github.com/happyharrycn/actionformer_release>)

Recorded evaluation configuration: {"E2E":false,"Backbone":"VideoMAE-L"}. This record does not assert independent reproduction.

### TriDet

mAP@0.1: 27.4. Result ID: 6992a6223a6c31484910647f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec51e209131cea41ed3.md>)

[Implementation](<https://github.com/dingfengshi/TriDet>)

Recorded evaluation configuration: {"E2E":false,"Backbone":"SlowFast-R50"}. This record does not assert independent reproduction.

### ASL

mAP@0.1: 26. Result ID: 6991469f3a6c31484906fa94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4bb0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4bb0c.md>)

Recorded evaluation configuration: {"Feature":"SlowFast"}. This record does not assert independent reproduction.

### ASL

mAP@0.1: 26. Result ID: 6992a6223a6c31484910647e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4bb0c.md>)

Recorded evaluation configuration: {"E2E":false,"Backbone":"SlowFast-R50"}. This record does not assert independent reproduction.

### ActionFormer

mAP@0.1: 25.2. Result ID: 698f9ace3a6c314849fa766d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d4b1e209131cea38d61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4b1e209131cea38d61.md>)

[Implementation](<https://github.com/happyharrycn/actionformer_release>)

Recorded evaluation configuration: {"Features":"SlowFast"}. This record does not assert independent reproduction.

### Actionformer

mAP@0.1: 25.2. Result ID: 6991469f3a6c31484906fa93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4bb0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4b1e209131cea38d61.md>)

[Implementation](<https://github.com/happyharrycn/actionformer_release>)

Recorded evaluation configuration: {"Feature":"SlowFast"}. This record does not assert independent reproduction.

### ActionFormer

mAP@0.1: 25.2. Result ID: 6992a6223a6c31484910647d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4b1e209131cea38d61.md>)

[Implementation](<https://github.com/happyharrycn/actionformer_release>)

Recorded evaluation configuration: {"E2E":false,"Backbone":"SlowFast-R50"}. This record does not assert independent reproduction.

### AdaTAD

mAP@0.1: 24.5. Result ID: 6992a6223a6c314849106480.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Implementation](<https://github.com/sming256/AdaTAD>)

Recorded evaluation configuration: {"E2E":true,"Backbone":"SlowFast-R50"}. This record does not assert independent reproduction.

### AGT

mAP@0.1: 11.63. Result ID: 698d9a4f8b517eb433229ee0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69281e209131cea20695.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69281e209131cea20695.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### G-TAD

mAP@0.1: 11. Result ID: 698f9ace3a6c314849fa766c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d4b1e209131cea38d61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea15a50.md>)

[Implementation](<https://github.com/frostinassiky/gtad>)

Recorded evaluation configuration: {"Features":"SlowFast"}. This record does not assert independent reproduction.

### G-TAD

mAP@0.1: 11. Result ID: 6991469f3a6c31484906fa92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4bb0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea15a50.md>)

[Implementation](<https://github.com/frostinassiky/gtad>)

Recorded evaluation configuration: {"Feature":"SlowFast"}. This record does not assert independent reproduction.

### G-TAD

mAP@0.1: 11. Result ID: 6992a6223a6c31484910647c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea15a50.md>)

[Implementation](<https://github.com/frostinassiky/gtad>)

Recorded evaluation configuration: {"E2E":false,"Backbone":"SlowFast-R50"}. This record does not assert independent reproduction.

### Damen et al.

mAP@0.1: 10.71. Result ID: 698d9a4f8b517eb433229edf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69281e209131cea20695.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BMN

mAP@0.1: 10.3. Result ID: 698f9ace3a6c314849fa766b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d4b1e209131cea38d61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df89.md>)

Recorded evaluation configuration: {"Features":"SlowFast"}. This record does not assert independent reproduction.

### BMN

mAP@0.1: 10.3. Result ID: 6991469f3a6c31484906fa91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4bb0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df89.md>)

Recorded evaluation configuration: {"Feature":"SlowFast"}. This record does not assert independent reproduction.

### BMN

mAP@0.1: 10.3. Result ID: 6992a6223a6c31484910647b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f91e209131cea59b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df89.md>)

Recorded evaluation configuration: {"E2E":false,"Backbone":"SlowFast-R50"}. This record does not assert independent reproduction.

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