# Saliency Object Detection on ORSI-4199

Source: [Saliency Object Detection on ORSI-4199](<https://www.sota2.com/research/sota/saliency-object-detection-on-orsi-4199>)

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

Data updated: 2026-03-31T12:31:03.447Z

Evaluation of Saliency Object Detection performance on the ORSI-4199 dataset, reporting specific metrics including Sα, Fmaxβ, Emaxξ, 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 Object Detection |
| Dataset (including any stated split) | ORSI-4199 |
| Metric | Sα |
| 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

- [Sα](<https://www.sota2.com/research/sota/saliency-object-detection-on-orsi-4199.md?metric=S%CE%B1>): Higher is better; unit: SCALAR.

- [Fmaxβ](<https://www.sota2.com/research/sota/saliency-object-detection-on-orsi-4199.md?metric=Fmax%CE%B2>): Higher is better; unit: SCALAR.

- [Emaxξ](<https://www.sota2.com/research/sota/saliency-object-detection-on-orsi-4199.md?metric=Emax%CE%BE>): Higher is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/saliency-object-detection-on-orsi-4199.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Sα | Result date | Report paper |
| --- | --- | --- | --- |
| ORSIFlow | 0.8935 | Not recorded | 69cb55840636e5bf4afca45a |
| PDNet | 0.888 | Not recorded | 69cb55840636e5bf4afca45a |
| WeightNet | 0.8868 | Not recorded | 69cb55840636e5bf4afca45a |
| ORSIDiff | 0.886 | Not recorded | 69cb55840636e5bf4afca45a |
| RAGRNet | 0.8859 | Not recorded | 69cb55840636e5bf4afca45a |
| MRBINet | 0.8845 | Not recorded | 69cb55840636e5bf4afca45a |
| ACCoNet | 0.8817 | Not recorded | 69cb55840636e5bf4afca45a |
| SAANet | 0.8806 | Not recorded | 69cb55840636e5bf4afca45a |
| PRNet | 0.8795 | Not recorded | 69cb55840636e5bf4afca45a |
| CamoDiff | 0.8772 | Not recorded | 69cb55840636e5bf4afca45a |
| GeleNet | 0.873 | Not recorded | 69cb55840636e5bf4afca45a |
| ERPNet | 0.8684 | Not recorded | 69cb55840636e5bf4afca45a |

### ORSIFlow

Sα: 0.8935. Result ID: 69cbbe8547f34ce924b55ebe.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"—"}. This record does not assert independent reproduction.

### PDNet

Sα: 0.888. Result ID: 69cbbe8547f34ce924b55ebc.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"EAAI-25"}. This record does not assert independent reproduction.

### WeightNet

Sα: 0.8868. Result ID: 69cbbe8547f34ce924b55eb6.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"TGRS-24"}. This record does not assert independent reproduction.

### ORSIDiff

Sα: 0.886. Result ID: 69cbbe8547f34ce924b55ebd.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"TGRS-25"}. This record does not assert independent reproduction.

### RAGRNet

Sα: 0.8859. Result ID: 69cbbe8547f34ce924b55eb8.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"TGRS-24"}. This record does not assert independent reproduction.

### MRBINet

Sα: 0.8845. Result ID: 69cbbe8547f34ce924b55eba.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"TGRS-25"}. This record does not assert independent reproduction.

### ACCoNet

Sα: 0.8817. Result ID: 69cbbe8547f34ce924b55eb4.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea32297.md>)

Recorded evaluation configuration: {"Pub":"TCYB-23"}. This record does not assert independent reproduction.

### SAANet

Sα: 0.8806. Result ID: 69cbbe8547f34ce924b55ebb.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"EAAI-25"}. This record does not assert independent reproduction.

### PRNet

Sα: 0.8795. Result ID: 69cbbe8547f34ce924b55eb7.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"TGRS-24"}. This record does not assert independent reproduction.

### CamoDiff

Sα: 0.8772. Result ID: 69cbbe8547f34ce924b55eb9.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"TPAMI-25"}. This record does not assert independent reproduction.

### GeleNet

Sα: 0.873. Result ID: 69cbbe8547f34ce924b55eb3.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70901e209131cea4bdaf.md>)

Recorded evaluation configuration: {"Pub":"TIP-23"}. This record does not assert independent reproduction.

### ERPNet

Sα: 0.8684. Result ID: 69cbbe8547f34ce924b55eb5.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55840636e5bf4afca45a.md>)

Recorded evaluation configuration: {"Pub":"TCYB-23"}. This record does not assert independent reproduction.

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