# Classification on Charades (test)

Source: [Classification on Charades (test)](<https://www.sota2.com/research/sota/classification-on-charades-test>)

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

Data updated: 2026-02-27T06:11:37.973Z

Evaluation of Classification performance on the test split of the Charades dataset.

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 | Classification |
| Dataset (including any stated split) | Charades (test) |
| Metric | Bed |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Bed](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Bed>): Higher is better; unit: PERCENT.

- [Broom](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Broom>): Higher is better; unit: PERCENT.

- [Chair](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Chair>): Higher is better; unit: PERCENT.

- [Cup](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Cup>): Higher is better; unit: PERCENT.

- [Dish](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Dish>): Higher is better; unit: PERCENT.

- [Door](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Door>): Higher is better; unit: PERCENT.

- [Laptop](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Laptop>): Higher is better; unit: PERCENT.

- [Mirror](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Mirror>): Higher is better; unit: PERCENT.

- [Pillow](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Pillow>): Higher is better; unit: PERCENT.

- [Refri](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Refri>): Higher is better; unit: PERCENT.

- [Shelf](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Shelf>): Higher is better; unit: PERCENT.

- [Sofa](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Sofa>): Higher is better; unit: PERCENT.

- [Table](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Table>): Higher is better; unit: PERCENT.

- [TV](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=TV>): Higher is better; unit: PERCENT.

- [Towel](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Towel>): Higher is better; unit: PERCENT.

- [Vacuum](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Vacuum>): Higher is better; unit: PERCENT.

- [Window](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=Window>): Higher is better; unit: PERCENT.

- [mAP](<https://www.sota2.com/research/sota/classification-on-charades-test.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Bed | Result date | Report paper |
| --- | --- | --- | --- |
| TD-Graph LSTM | 47.62 | Not recorded | 68fa638a1e209131ce9ff69f |
| ContextLocNet | 43.37 | Not recorded | 68fa638a1e209131ce9ff69f |
| WSDDN | 39.8 | Not recorded | 68fa638a1e209131ce9ff69f |
| TD-Graph LSTM w/o LSTM | 32.54 | Not recorded | 68fa638a1e209131ce9ff69f |
| TD-Graph LSTM w/o graph | 25.04 | Not recorded | 68fa638a1e209131ce9ff69f |

### TD-Graph LSTM

Bed: 47.62. Result ID: 69a1358335dfcabb00e5813e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff69f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff69f.md>)

Recorded evaluation configuration: {"Base model":"VGG-CNN-F","Region proposal method":"EdgeBoxes"}. This record does not assert independent reproduction.

### ContextLocNet

Bed: 43.37. Result ID: 69a1358335dfcabb00e5813b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff69f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62be1e209131ce9fb12d.md>)

[Implementation](<http://www.di.ens.fr/willow/research/contextlocnet>)

Recorded evaluation configuration: {"Base model":"VGG-CNN-F","Region proposal method":"EdgeBoxes"}. This record does not assert independent reproduction.

### WSDDN

Bed: 39.8. Result ID: 69a1358335dfcabb00e5813a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff69f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63061e209131ce9fc714.md>)

[Implementation](<https://github.com/hbilen/WSDDN>)

Recorded evaluation configuration: {"Base model":"VGG-CNN-F","Region proposal method":"EdgeBoxes"}. This record does not assert independent reproduction.

### TD-Graph LSTM w/o LSTM

Bed: 32.54. Result ID: 69a1358335dfcabb00e5813c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff69f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff69f.md>)

Recorded evaluation configuration: {"Base model":"VGG-CNN-F","Region proposal method":"EdgeBoxes"}. This record does not assert independent reproduction.

### TD-Graph LSTM w/o graph

Bed: 25.04. Result ID: 69a1358335dfcabb00e5813d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff69f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff69f.md>)

Recorded evaluation configuration: {"Base model":"VGG-CNN-F","Region proposal method":"EdgeBoxes"}. This record does not assert independent reproduction.

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