# Activity Recognition on Cornell Activity Dataset CAD-60 (New Person)

Source: [Activity Recognition on Cornell Activity Dataset CAD-60 (New Person)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person>)

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

Data updated: 2026-02-26T05:58:47.821Z

Evaluation of Activity Recognition performance on the Cornell Activity Dataset CAD-60 (New Person split), reporting precision and recall metrics for activities occurring in specific rooms (bathroom, bedroom, kitchen, living room, office).

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 | Activity Recognition |
| Dataset (including any stated split) | Cornell Activity Dataset CAD-60 (New Person) |
| Metric | Precision (Bathroom) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Precision (Bathroom)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Precision%20(Bathroom)>): Higher is better; unit: PERCENT.

- [Recall (Bathroom)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Recall%20(Bathroom)>): Higher is better; unit: PERCENT.

- [Precision (Bedroom)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Precision%20(Bedroom)>): Higher is better; unit: PERCENT.

- [Recall (Bedroom)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Recall%20(Bedroom)>): Higher is better; unit: PERCENT.

- [Precision (Kitchen)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Precision%20(Kitchen)>): Higher is better; unit: PERCENT.

- [Recall (Kitchen)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Recall%20(Kitchen)>): Higher is better; unit: PERCENT.

- [Precision (Living Room)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Precision%20(Living%20Room)>): Higher is better; unit: PERCENT.

- [Recall (Living Room)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Recall%20(Living%20Room)>): Higher is better; unit: PERCENT.

- [Precision (Office)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Precision%20(Office)>): Higher is better; unit: PERCENT.

- [Recall (Office)](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Recall%20(Office)>): Higher is better; unit: PERCENT.

- [Average Precision](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Average%20Precision>): Higher is better; unit: PERCENT.

- [Average Recall](<https://www.sota2.com/research/sota/activity-recognition-on-cornell-activity-dataset-cad-60-new-person.md?metric=Average%20Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision (Bathroom) | Result date | Report paper |
| --- | --- | --- | --- |
| Joint Activity and Affordance MRF | 88.9 | Not recorded | 68fa60f41e209131ce9f1f03 |
| Sung et al. | 72.7 | Not recorded | 68fa60f41e209131ce9f1f03 |

### Joint Activity and Affordance MRF

Precision (Bathroom): 88.9. Result ID: 698bcb3c7a967eddb77167a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60f41e209131ce9f1f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60f41e209131ce9f1f03.md>)

[Implementation](<http://pr.cs.cornell.edu/humanactivities/>)

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

### Sung et al.

Precision (Bathroom): 72.7. Result ID: 698bcb3c7a967eddb77167a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60f41e209131ce9f1f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61681e209131ce9f42e2.md>)

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

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