# Object Affordance Labeling on CAD-120

Source: [Object Affordance Labeling on CAD-120](<https://www.sota2.com/research/sota/object-affordance-labeling-on-cad-120>)

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

Data updated: 2026-02-26T05:52:44.454Z

Evaluation of Object Affordance Labeling performance on the CAD-120 dataset, measured using micro and macro precision/recall 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 Affordance Labeling |
| Dataset (including any stated split) | CAD-120 |
| Metric | Micro F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Micro F1 Score](<https://www.sota2.com/research/sota/object-affordance-labeling-on-cad-120.md?metric=Micro%20F1%20Score>): Higher is better; unit: PERCENT.

- [Macro Precision](<https://www.sota2.com/research/sota/object-affordance-labeling-on-cad-120.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/object-affordance-labeling-on-cad-120.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| full model | 91.8 | Not recorded | 68fa60f41e209131ce9f1f03 |
| no object interactions | 88.4 | Not recorded | 68fa60f41e209131ce9f1f03 |
| full model with tracking | 88.2 | Not recorded | 68fa60f41e209131ce9f1f03 |
| no temporal interactions | 87 | Not recorded | 68fa60f41e209131ce9f1f03 |
| object only | 86.9 | Not recorded | 68fa60f41e209131ce9f1f03 |
| full, multi-seg learning | 83.9 | Not recorded | 68fa60f41e209131ce9f1f03 |
| full, 1 segment. (best) | 83.1 | Not recorded | 68fa60f41e209131ce9f1f03 |
| full, 1 segment. (averaged) | 81.3 | Not recorded | 68fa60f41e209131ce9f1f03 |
| full, multi-seg learning + tracking | 79.4 | Not recorded | 68fa60f41e209131ce9f1f03 |
| SVM multiclass | 75.6 | Not recorded | 68fa60f41e209131ce9f1f03 |
| image only | 74.2 | Not recorded | 68fa60f41e209131ce9f1f03 |
| max class | 65.7 | Not recorded | 68fa60f41e209131ce9f1f03 |

### full model

Micro F1 Score: 91.8. Result ID: 698bcb3c7a967eddb77167ad.

[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: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction.

### no object interactions

Micro F1 Score: 88.4. Result ID: 698bcb3c7a967eddb77167ac.

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

Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction.

### full model with tracking

Micro F1 Score: 88.2. Result ID: 698bcb3c7a967eddb77167ae.

[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: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction.

### no temporal interactions

Micro F1 Score: 87. Result ID: 698bcb3c7a967eddb77167ab.

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

Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction.

### object only

Micro F1 Score: 86.9. Result ID: 698bcb3c7a967eddb77167aa.

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

Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction.

### full, multi-seg learning

Micro F1 Score: 83.9. Result ID: 698bcb3c7a967eddb77167b1.

[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: {"Temporal segmentation":"None (Estimated)"}. This record does not assert independent reproduction.

### full, 1 segment. (best)

Micro F1 Score: 83.1. Result ID: 698bcb3c7a967eddb77167af.

[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: {"Temporal segmentation":"None (Estimated)"}. This record does not assert independent reproduction.

### full, 1 segment. (averaged)

Micro F1 Score: 81.3. Result ID: 698bcb3c7a967eddb77167b0.

[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: {"Temporal segmentation":"None (Estimated)"}. This record does not assert independent reproduction.

### full, multi-seg learning + tracking

Micro F1 Score: 79.4. Result ID: 698bcb3c7a967eddb77167b2.

[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: {"Temporal segmentation":"None (Estimated)"}. This record does not assert independent reproduction.

### SVM multiclass

Micro F1 Score: 75.6. Result ID: 698bcb3c7a967eddb77167a9.

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

Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction.

### image only

Micro F1 Score: 74.2. Result ID: 698bcb3c7a967eddb77167a8.

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

Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction.

### max class

Micro F1 Score: 65.7. Result ID: 698bcb3c7a967eddb77167a7.

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

Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction.

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