# Saliency Ranking on IRSR (test)

Source: [Saliency Ranking on IRSR (test)](<https://www.sota2.com/research/sota/saliency-ranking-on-irsr-test>)

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

Data updated: 2026-02-26T06:02:44.726Z

Evaluation of Saliency Ranking performance on the test split of the IRSR dataset, reporting SA-SOR, SOR, and MAE.

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 | Saliency Ranking |
| Dataset (including any stated split) | IRSR (test) |
| Metric | SA-SOR |
| Unit | SCALAR |
| 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

- [SA-SOR](<https://www.sota2.com/research/sota/saliency-ranking-on-irsr-test.md?metric=SA-SOR>): Higher is better; unit: SCALAR.

- [SOR](<https://www.sota2.com/research/sota/saliency-ranking-on-irsr-test.md?metric=SOR>): Higher is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/saliency-ranking-on-irsr-test.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SA-SOR | Result date | Report paper |
| --- | --- | --- | --- |
| OCOR | 0.578 | Not recorded | 68fa6c0c1e209131cea31af0 |
| IRSR | 0.565 | Not recorded | 68fa6c0c1e209131cea31af0 |
| QueryInst | 0.542 | Not recorded | 68fa6c0c1e209131cea31af0 |
| BlendMask | 0.531 | Not recorded | 68fa6c0c1e209131cea31af0 |
| Cascade R-CNN | 0.52 | Not recorded | 68fa6c0c1e209131cea31af0 |
| CBNetV2 | 0.514 | Not recorded | 68fa6c0c1e209131cea31af0 |
| CenterMask | 0.509 | Not recorded | 68fa6c0c1e209131cea31af0 |
| SOLO | 0.499 | Not recorded | 68fa6c0c1e209131cea31af0 |
| Mask R-CNN | 0.489 | Not recorded | 68fa6c0c1e209131cea31af0 |
| Mask R-CNN | 0.48 | Not recorded | 68fa6c0c1e209131cea31af0 |
| RSDNet | 0.46 | Not recorded | 68fa6c0c1e209131cea31af0 |
| ASSR | 0.388 | Not recorded | 68fa6c0c1e209131cea31af0 |

### OCOR

SA-SOR: 0.578. Result ID: 698ebcafffc3901de0a03a0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Implementation](<https://github.com/GrassBro/OCOR>)

Recorded evaluation configuration: {"Original Task":"SR","Backbone":"Swin-L"}. This record does not assert independent reproduction.

### IRSR

SA-SOR: 0.565. Result ID: 698ebcafffc3901de0a03a05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27add.md>)

Recorded evaluation configuration: {"Original Task":"SR","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### QueryInst

SA-SOR: 0.542. Result ID: 698ebcafffc3901de0a03a0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

Recorded evaluation configuration: {"Original Task":"SIS","Backbone":"Swin-L"}. This record does not assert independent reproduction.

### BlendMask

SA-SOR: 0.531. Result ID: 698ebcafffc3901de0a03a08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea16042.md>)

[Implementation](<https://git.io/AdelaiDet>)

Recorded evaluation configuration: {"Original Task":"SIS","Backbone":"ResNet-101"}. This record does not assert independent reproduction.

### Cascade R-CNN

SA-SOR: 0.52. Result ID: 698ebcafffc3901de0a03a0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d91e209131cea01462.md>)

[Implementation](<https://github.com/zhaoweicai/cascade-rcnn>)

Recorded evaluation configuration: {"Original Task":"SIS","Backbone":"Swin-L"}. This record does not assert independent reproduction.

### CBNetV2

SA-SOR: 0.514. Result ID: 698ebcafffc3901de0a03a0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1fb.md>)

[Implementation](<https://github.com/VDIGPKU/CBNetV2>)

Recorded evaluation configuration: {"Original Task":"SIS","Backbone":"Cascaded Swin-L"}. This record does not assert independent reproduction.

### CenterMask

SA-SOR: 0.509. Result ID: 698ebcafffc3901de0a03a06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c6.md>)

[Implementation](<https://github.com/youngwanLEE/CenterMask>)

Recorded evaluation configuration: {"Original Task":"SIS","Backbone":"VoVNet-99"}. This record does not assert independent reproduction.

### SOLO

SA-SOR: 0.499. Result ID: 698ebcafffc3901de0a03a07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f91e209131cea198c0.md>)

[Implementation](<https://git.io/AdelaiDet>)

Recorded evaluation configuration: {"Original Task":"SIS","Backbone":"ResNet-101"}. This record does not assert independent reproduction.

### Mask R-CNN

SA-SOR: 0.489. Result ID: 698ebcafffc3901de0a03a0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f21e209131cea01b22.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"Original Task":"SIS","Backbone":"Swin-L"}. This record does not assert independent reproduction.

### Mask R-CNN

SA-SOR: 0.48. Result ID: 698ebcafffc3901de0a03a09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f21e209131cea01b22.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"Original Task":"SIS","Backbone":"ResNet-101"}. This record does not assert independent reproduction.

### RSDNet

SA-SOR: 0.46. Result ID: 698ebcafffc3901de0a03a03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64271e209131cea02f03.md>)

Recorded evaluation configuration: {"Original Task":"SR","Backbone":"ResNet-101"}. This record does not assert independent reproduction.

### ASSR

SA-SOR: 0.388. Result ID: 698ebcafffc3901de0a03a04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31af0.md>)

Recorded evaluation configuration: {"Original Task":"SR","Backbone":"ResNet-101"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
