# Object Detection on Charades (test)

Source: [Object Detection on Charades (test)](<https://www.sota2.com/research/sota/object-detection-on-charades-test>)

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

Data updated: 2026-02-27T06:11:37.997Z

Evaluation of Object Detection performance on the test split of the Charades dataset, reporting mAP and class-specific 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 | Object Detection |
| Dataset (including any stated split) | Charades (test) |
| Metric | mAP |
| 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

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

- [AP (bed)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(bed)>): Higher is better; unit: SCALAR.

- [AP (broom)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(broom)>): Higher is better; unit: SCALAR.

- [AP (chair)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(chair)>): Higher is better; unit: SCALAR.

- [AP (cup)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(cup)>): Higher is better; unit: SCALAR.

- [AP (dish)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(dish)>): Higher is better; unit: SCALAR.

- [AP (door)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(door)>): Higher is better; unit: SCALAR.

- [AP (laptop)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(laptop)>): Higher is better; unit: SCALAR.

- [AP (mirror)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(mirror)>): Higher is better; unit: SCALAR.

- [AP (pillow)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(pillow)>): Higher is better; unit: SCALAR.

- [AP (refri)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(refri)>): Higher is better; unit: SCALAR.

- [AP (shelf)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(shelf)>): Higher is better; unit: SCALAR.

- [AP (sofa)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(sofa)>): Higher is better; unit: SCALAR.

- [AP (table)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(table)>): Higher is better; unit: SCALAR.

- [AP (tv)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(tv)>): Higher is better; unit: SCALAR.

- [AP (towel)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(towel)>): Higher is better; unit: SCALAR.

- [AP (vacuum)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(vacuum)>): Higher is better; unit: SCALAR.

- [AP (window)](<https://www.sota2.com/research/sota/object-detection-on-charades-test.md?metric=AP%20(window)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| TD-Graph LSTM | 1.98 | Not recorded | 68fa638a1e209131ce9ff69f |
| TD-Graph LSTM w/o graph | 1.55 | Not recorded | 68fa638a1e209131ce9ff69f |
| TD-Graph LSTM w/o LSTM | 1.16 | Not recorded | 68fa638a1e209131ce9ff69f |
| ContextLocNet | 1.12 | Not recorded | 68fa638a1e209131ce9ff69f |
| WSDDN | 0.65 | Not recorded | 68fa638a1e209131ce9ff69f |

### TD-Graph LSTM

mAP: 1.98. Result ID: 69a1358335dfcabb00e58139.

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

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

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

### TD-Graph LSTM w/o graph

mAP: 1.55. Result ID: 69a1358335dfcabb00e58138.

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

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

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

### TD-Graph LSTM w/o LSTM

mAP: 1.16. Result ID: 69a1358335dfcabb00e58137.

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

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

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

### ContextLocNet

mAP: 1.12. Result ID: 69a1358335dfcabb00e58136.

[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: {"Backbone":"VGG-CNN-F","Region Proposal method":"EdgeBoxes"}. This record does not assert independent reproduction.

### WSDDN

mAP: 0.65. Result ID: 69a1358335dfcabb00e58135.

[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: {"Backbone":"VGG-CNN-F","Region Proposal method":"EdgeBoxes"}. This record does not assert independent reproduction.

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