# Saliency Ranking on ASSR (test)

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

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

Data updated: 2026-02-26T06:03:01.244Z

Evaluation of Saliency Ranking performance on the test split of the ASSR dataset, reporting metrics like 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) | ASSR (test) |
| Metric | SOR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

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

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

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

## Recorded results

| Method | SOR | Result date | Report paper |
| --- | --- | --- | --- |
| OCOR | 90.4 | Not recorded | 68fa6c0c1e209131cea31af0 |
| S4Net | 89.1 | Not recorded | 68fa6c0c1e209131cea31af0 |
| SOR | 84.1 | Not recorded | 68fa6c0c1e209131cea31af0 |
| QueryInst | 83.7 | Not recorded | 68fa6c0c1e209131cea31af0 |
| CBNetV2 | 82.7 | Not recorded | 68fa6c0c1e209131cea31af0 |
| BlendMask | 82.2 | Not recorded | 68fa6c0c1e209131cea31af0 |
| Cascade R-CNN | 81.6 | Not recorded | 68fa6c0c1e209131cea31af0 |
| CenterMask | 81.3 | Not recorded | 68fa6c0c1e209131cea31af0 |
| IRSR | 81.1 | Not recorded | 68fa6c0c1e209131cea31af0 |
| SOLO | 80.5 | Not recorded | 68fa6c0c1e209131cea31af0 |
| ASSR | 79.2 | Not recorded | 68fa6c0c1e209131cea31af0 |
| CPD-R | 76.6 | Not recorded | 68fa6c0c1e209131cea31af0 |
| SCRN | 75.6 | Not recorded | 68fa6c0c1e209131cea31af0 |
| Mask R-CNN | 75 | Not recorded | 68fa6c0c1e209131cea31af0 |
| Mask R-CNN | 73.9 | Not recorded | 68fa6c0c1e209131cea31af0 |
| RSDNet | 71.7 | Not recorded | 68fa6c0c1e209131cea31af0 |
| BASNet | 70.7 | Not recorded | 68fa6c0c1e209131cea31af0 |

### OCOR

SOR: 90.4. Result ID: 698ebcafffc3901de0a03a02.

[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.

### S4Net

SOR: 89.1. Result ID: 698ebcafffc3901de0a039f2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a31e209131cea0b7d4.md>)

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

### SOR

SOR: 84.1. Result ID: 698ebcafffc3901de0a039f9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea26110.md>)

Recorded evaluation configuration: {"Original Task":"SR and SIS (joint learning)","Backbone":"VoVNet-39"}. This record does not assert independent reproduction.

### QueryInst

SOR: 83.7. Result ID: 698ebcafffc3901de0a03a00.

[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.

### CBNetV2

SOR: 82.7. Result ID: 698ebcafffc3901de0a03a01.

[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.

### BlendMask

SOR: 82.2. Result ID: 698ebcafffc3901de0a039fc.

[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

SOR: 81.6. Result ID: 698ebcafffc3901de0a039ff.

[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.

### CenterMask

SOR: 81.3. Result ID: 698ebcafffc3901de0a039fa.

[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.

### IRSR

SOR: 81.1. Result ID: 698ebcafffc3901de0a039f8.

[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.

### SOLO

SOR: 80.5. Result ID: 698ebcafffc3901de0a039fb.

[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.

### ASSR

SOR: 79.2. Result ID: 698ebcafffc3901de0a039f7.

[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.

### CPD-R

SOR: 76.6. Result ID: 698ebcafffc3901de0a039f4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a11e209131cea0b62c.md>)

[Implementation](<https://github.com/wuzhe71/CPD>)

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

### SCRN

SOR: 75.6. Result ID: 698ebcafffc3901de0a039f5.

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

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

### Mask R-CNN

SOR: 75. Result ID: 698ebcafffc3901de0a039fe.

[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

SOR: 73.9. Result ID: 698ebcafffc3901de0a039fd.

[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

SOR: 71.7. Result ID: 698ebcafffc3901de0a039f6.

[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.

### BASNet

SOR: 70.7. Result ID: 698ebcafffc3901de0a039f3.

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

Recorded evaluation configuration: {"Original Task":"SOD","Backbone":"ResNet-34"}. This record does not assert independent reproduction.

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