# Hand Instance Segmentation on HaDR real camera (test)

Source: [Hand Instance Segmentation on HaDR real camera (test)](<https://www.sota2.com/research/sota/hand-instance-segmentation-on-hadr-real-camera-test>)

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

Data updated: 2026-02-27T14:09:58.953Z

Evaluation of Hand Instance Segmentation performance on the test split of the HaDR real camera dataset, reporting COCO-style metrics (AP/AR).

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 | Hand Instance Segmentation |
| Dataset (including any stated split) | HaDR real camera (test) |
| Metric | AP (IoU 0.5:0.95) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [AP (IoU 0.5:0.95)](<https://www.sota2.com/research/sota/hand-instance-segmentation-on-hadr-real-camera-test.md?metric=AP%20(IoU%200.5%3A0.95)>): Higher is better; unit: PERCENT.

- [AP@0.5](<https://www.sota2.com/research/sota/hand-instance-segmentation-on-hadr-real-camera-test.md?metric=AP%400.5>): Higher is better; unit: PERCENT.

- [AP Small (IoU 0.5:0.95)](<https://www.sota2.com/research/sota/hand-instance-segmentation-on-hadr-real-camera-test.md?metric=AP%20Small%20(IoU%200.5%3A0.95)>): Higher is better; unit: PERCENT.

- [AP Medium (IoU 0.5:0.95)](<https://www.sota2.com/research/sota/hand-instance-segmentation-on-hadr-real-camera-test.md?metric=AP%20Medium%20(IoU%200.5%3A0.95)>): Higher is better; unit: PERCENT.

- [AP Large (IoU 0.5:0.95)](<https://www.sota2.com/research/sota/hand-instance-segmentation-on-hadr-real-camera-test.md?metric=AP%20Large%20(IoU%200.5%3A0.95)>): Higher is better; unit: PERCENT.

- [AR (IoU 0.5:0.95)](<https://www.sota2.com/research/sota/hand-instance-segmentation-on-hadr-real-camera-test.md?metric=AR%20(IoU%200.5%3A0.95)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP (IoU 0.5:0.95) | Result date | Report paper |
| --- | --- | --- | --- |
| Mask R-CNN | 52.3 | Not recorded | 68fa6f051e209131cea4350a |
| SOLOv2 | 47.4 | Not recorded | 68fa6f051e209131cea4350a |
| SOLOv2 | 47.3 | Not recorded | 68fa6f051e209131cea4350a |
| Mask R-CNN | 44.9 | Not recorded | 68fa6f051e209131cea4350a |
| Mask R-CNN | 44.5 | Not recorded | 68fa6f051e209131cea4350a |
| Mask R-CNN | 44.3 | Not recorded | 68fa6f051e209131cea4350a |
| SOLOv2 | 41 | Not recorded | 68fa6f051e209131cea4350a |
| SOLOv2 | 40.8 | Not recorded | 68fa6f051e209131cea4350a |
| Mask R-CNN | 36.4 | Not recorded | 68fa6f051e209131cea4350a |
| Mask R-CNN | 35.7 | Not recorded | 68fa6f051e209131cea4350a |
| SOLOv2 | 35.6 | Not recorded | 68fa6f051e209131cea4350a |
| SOLOv2 | 33.8 | Not recorded | 68fa6f051e209131cea4350a |
| SOLOv2 | 32.9 | Not recorded | 68fa6f051e209131cea4350a |
| SOLOv2 | 25.2 | Not recorded | 68fa6f051e209131cea4350a |
| Mask R-CNN | 12.3 | Not recorded | 68fa6f051e209131cea4350a |
| Mask R-CNN | 10.1 | Not recorded | 68fa6f051e209131cea4350a |

### Mask R-CNN

AP (IoU 0.5:0.95): 52.3. Result ID: 69a1a59935dfcabb00e7f809.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Modality":"RGB","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### SOLOv2

AP (IoU 0.5:0.95): 47.4. Result ID: 69a1a59935dfcabb00e7f808.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Training Modality":"RGB","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### SOLOv2

AP (IoU 0.5:0.95): 47.3. Result ID: 69a1a59935dfcabb00e7f807.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Modality":"RGB","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### Mask R-CNN

AP (IoU 0.5:0.95): 44.9. Result ID: 69a1a59935dfcabb00e7f80d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Modality":"RGB-D","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### Mask R-CNN

AP (IoU 0.5:0.95): 44.5. Result ID: 69a1a59935dfcabb00e7f80e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Training Modality":"RGB-D","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### Mask R-CNN

AP (IoU 0.5:0.95): 44.3. Result ID: 69a1a59935dfcabb00e7f80a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Training Modality":"RGB","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### SOLOv2

AP (IoU 0.5:0.95): 41. Result ID: 69a1a59935dfcabb00e7f80c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Training Modality":"RGB-D","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### SOLOv2

AP (IoU 0.5:0.95): 40.8. Result ID: 69a1a59935dfcabb00e7f80b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Modality":"RGB-D","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### Mask R-CNN

AP (IoU 0.5:0.95): 36.4. Result ID: 69a1a59935dfcabb00e7f805.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Modality":"Depth","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### Mask R-CNN

AP (IoU 0.5:0.95): 35.7. Result ID: 69a1a59935dfcabb00e7f806.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Training Modality":"Depth","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### SOLOv2

AP (IoU 0.5:0.95): 35.6. Result ID: 69a1a59935dfcabb00e7f804.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Training Modality":"Depth","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### SOLOv2

AP (IoU 0.5:0.95): 33.8. Result ID: 69a1a59935dfcabb00e7f803.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Modality":"Depth","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### SOLOv2

AP (IoU 0.5:0.95): 32.9. Result ID: 69a1a59935dfcabb00e7f80f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Modality":"COCO","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### SOLOv2

AP (IoU 0.5:0.95): 25.2. Result ID: 69a1a59935dfcabb00e7f810.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Training Modality":"COCO","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### Mask R-CNN

AP (IoU 0.5:0.95): 12.3. Result ID: 69a1a59935dfcabb00e7f811.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Modality":"COCO","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

### Mask R-CNN

AP (IoU 0.5:0.95): 10.1. Result ID: 69a1a59935dfcabb00e7f812.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f051e209131cea4350a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Training Modality":"COCO","Minimum confidence score threshold":"0.1"}. This record does not assert independent reproduction.

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