# Salient Object Detection on ORSI-4199 (test)

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

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

Data updated: 2026-03-16T09:08:27.556Z

Evaluation of Salient Object Detection performance on the test split of the ORSI-4199 dataset, reporting metrics M, F-beta, and E-xi.

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) | ORSI-4199 (test) |
| Metric | M Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 19 of 19 |
| 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

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

- [Fβ Score](<https://www.sota2.com/research/sota/salient-object-detection-on-orsi-4199-test.md?metric=F%CE%B2%20Score>): Higher is better; unit: PERCENT.

- [Eξ Score](<https://www.sota2.com/research/sota/salient-object-detection-on-orsi-4199-test.md?metric=E%CE%BE%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | M Error | Result date | Report paper |
| --- | --- | --- | --- |
| G2HFNet | 0.0242 | Not recorded | 69b78e610636e5bf4afbda5c |
| HFCNet | 0.027 | Not recorded | 69b78e610636e5bf4afbda5c |
| VST | 0.0283 | Not recorded | 69b78e610636e5bf4afbda5c |
| ICON | 0.0284 | Not recorded | 69b78e610636e5bf4afbda5c |
| SUCA | 0.0306 | Not recorded | 69b78e610636e5bf4afbda5c |
| ACCoNet | 0.0316 | Not recorded | 69b78e610636e5bf4afbda5c |
| HFANet | 0.0316 | Not recorded | 69b78e610636e5bf4afbda5c |
| MCCNet | 0.0318 | Not recorded | 69b78e610636e5bf4afbda5c |
| EMFINet | 0.0332 | Not recorded | 69b78e610636e5bf4afbda5c |
| ERPNet | 0.0359 | Not recorded | 69b78e610636e5bf4afbda5c |
| CorrNet | 0.0368 | Not recorded | 69b78e610636e5bf4afbda5c |
| MJRBM | 0.0376 | Not recorded | 69b78e610636e5bf4afbda5c |
| PA-KRN | 0.0384 | Not recorded | 69b78e610636e5bf4afbda5c |
| R3Net | 0.0403 | Not recorded | 69b78e610636e5bf4afbda5c |
| HVPNet | 0.042 | Not recorded | 69b78e610636e5bf4afbda5c |
| DNTD | 0.0426 | Not recorded | 69b78e610636e5bf4afbda5c |
| CSNet | 0.0525 | Not recorded | 69b78e610636e5bf4afbda5c |
| PoolNet | 0.0543 | Not recorded | 69b78e610636e5bf4afbda5c |
| DPORTNet | 0.0571 | Not recorded | 69b78e610636e5bf4afbda5c |

### G2HFNet

M Error: 0.0242. Result ID: 69b7c87347f34ce9249f9f1f.

[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.

### HFCNet

M Error: 0.027. Result ID: 69b7c87347f34ce9249f9f1e.

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

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

### VST

M Error: 0.0283. Result ID: 69b7c87347f34ce9249f9f1c.

[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.

### ICON

M Error: 0.0284. Result ID: 69b7c87347f34ce9249f9f1a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc01e209131cea35cb9.md>)

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

### SUCA

M Error: 0.0306. Result ID: 69b7c87347f34ce9249f9f15.

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

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

### ACCoNet

M Error: 0.0316. Result ID: 69b7c87347f34ce9249f9f19.

[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.

### HFANet

M Error: 0.0316. Result ID: 69b7c87347f34ce9249f9f1b.

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

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

### MCCNet

M Error: 0.0318. Result ID: 69b7c87347f34ce9249f9f1d.

[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.

### EMFINet

M Error: 0.0332. Result ID: 69b7c87347f34ce9249f9f17.

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

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

### ERPNet

M Error: 0.0359. Result ID: 69b7c87347f34ce9249f9f16.

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

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

### CorrNet

M Error: 0.0368. Result ID: 69b7c87347f34ce9249f9f18.

[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.

### MJRBM

M Error: 0.0376. Result ID: 69b7c87347f34ce9249f9f14.

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

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

### PA-KRN

M Error: 0.0384. Result ID: 69b7c87347f34ce9249f9f13.

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

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

### R3Net

M Error: 0.0403. Result ID: 69b7c87347f34ce9249f9f0f.

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

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

### HVPNet

M Error: 0.042. Result ID: 69b7c87347f34ce9249f9f12.

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

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

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

### DNTD

M Error: 0.0426. Result ID: 69b7c87347f34ce9249f9f11.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa694c1e209131cea21501.md>)

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

### CSNet

M Error: 0.0525. Result ID: 69b7c87347f34ce9249f9f0e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa68131e209131cea1a022.md>)

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

### PoolNet

M Error: 0.0543. Result ID: 69b7c87347f34ce9249f9f0d.

[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.

### DPORTNet

M Error: 0.0571. Result ID: 69b7c87347f34ce9249f9f10.

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

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

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