# Salient Object Detection on EORSSD, ORSSD, and ORSI-4199 (test)

Source: [Salient Object Detection on EORSSD, ORSSD, and ORSI-4199 (test)](<https://www.sota2.com/research/sota/salient-object-detection-on-eorssd-orssd-and-orsi-4199-test>)

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

Data updated: 2026-03-16T09:09:11.115Z

Evaluation of Salient Object Detection performance on the test splits of the combined EORSSD, ORSSD, and ORSI-4199 datasets, reporting efficiency metrics such as inference speed and model complexity.

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 | Salient Object Detection |
| Dataset (including any stated split) | EORSSD, ORSSD, and ORSI-4199 (test) |
| Metric | Speed (FPS) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Speed (FPS)](<https://www.sota2.com/research/sota/salient-object-detection-on-eorssd-orssd-and-orsi-4199-test.md?metric=Speed%20(FPS)>): Higher is better; unit: SCALAR.

- [Parameters (M)](<https://www.sota2.com/research/sota/salient-object-detection-on-eorssd-orssd-and-orsi-4199-test.md?metric=Parameters%20(M)>): Lower is better; unit: SIZE.

- [FLOPs (G)](<https://www.sota2.com/research/sota/salient-object-detection-on-eorssd-orssd-and-orsi-4199-test.md?metric=FLOPs%20(G)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Speed (FPS) | Result date | Report paper |
| --- | --- | --- | --- |
| CorrNet | 100 | Not recorded | 69b78e610636e5bf4afbda5c |
| PoolNet | 80.9 | Not recorded | 69b78e610636e5bf4afbda5c |
| ERPNet | 73.7 | Not recorded | 69b78e610636e5bf4afbda5c |
| ACCoNet | 59.9 | Not recorded | 69b78e610636e5bf4afbda5c |
| MCCNet | 39.5 | Not recorded | 69b78e610636e5bf4afbda5c |
| HFCNet | 38 | Not recorded | 69b78e610636e5bf4afbda5c |
| HFANet | 26 | Not recorded | 69b78e610636e5bf4afbda5c |
| EMFINet | 25 | Not recorded | 69b78e610636e5bf4afbda5c |
| SUCA | 24 | Not recorded | 69b78e610636e5bf4afbda5c |
| VST | 23 | Not recorded | 69b78e610636e5bf4afbda5c |
| G2HFNet | 18.3 | Not recorded | 69b78e610636e5bf4afbda5c |
| PA-KRN | 16 | Not recorded | 69b78e610636e5bf4afbda5c |
| MJRBM | 15.5 | Not recorded | 69b78e610636e5bf4afbda5c |
| R3Net | 2 | Not recorded | 69b78e610636e5bf4afbda5c |

### CorrNet

Speed (FPS): 100. Result ID: 69b7c87347f34ce9249f9f27.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef21e209131cea4314f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PoolNet

Speed (FPS): 80.9. Result ID: 69b7c87347f34ce9249f9f20.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a91e209131cea0bb33.md>)

[Implementation](<http://mmcheng.net/poolnet/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ERPNet

Speed (FPS): 73.7. Result ID: 69b7c87347f34ce9249f9f25.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ACCoNet

Speed (FPS): 59.9. Result ID: 69b7c87347f34ce9249f9f28.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MCCNet

Speed (FPS): 39.5. Result ID: 69b7c87347f34ce9249f9f2b.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2dff2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HFCNet

Speed (FPS): 38. Result ID: 69b7c87347f34ce9249f9f2c.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HFANet

Speed (FPS): 26. Result ID: 69b7c87347f34ce9249f9f29.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EMFINet

Speed (FPS): 25. Result ID: 69b7c87347f34ce9249f9f26.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SUCA

Speed (FPS): 24. Result ID: 69b7c87347f34ce9249f9f24.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VST

Speed (FPS): 23. Result ID: 69b7c87347f34ce9249f9f2a.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29342.md>)

[Implementation](<https://github.com/nnizhang/VST>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### G2HFNet

Speed (FPS): 18.3. Result ID: 69b7c87347f34ce9249f9f2d.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PA-KRN

Speed (FPS): 16. Result ID: 69b7c87347f34ce9249f9f22.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MJRBM

Speed (FPS): 15.5. Result ID: 69b7c87347f34ce9249f9f23.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### R3Net

Speed (FPS): 2. Result ID: 69b7c87347f34ce9249f9f21.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e610636e5bf4afbda5c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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