# Camouflaged Object Detection on VIAC RGB-T

Source: [Camouflaged Object Detection on VIAC RGB-T](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-viac-rgb-t>)

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

Data updated: 2026-04-15T08:42:30.883Z

Evaluation of Camouflaged Object Detection performance on the VIAC RGB-T dataset, reporting specialized metrics such as Sα, Eϕ, M, and Fwβ.

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 | Camouflaged Object Detection |
| Dataset (including any stated split) | VIAC RGB-T |
| Metric | Sα |
| Unit | PERCENT |
| 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/camouflaged-object-detection-on-viac-rgb-t.md?metric=S%CE%B1>): Higher is better; unit: PERCENT.

- [Eφ](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-viac-rgb-t.md?metric=E%CF%86>): Higher is better; unit: PERCENT.

- [M](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-viac-rgb-t.md?metric=M>): Lower is better; unit: PERCENT.

- [Fwβ](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-viac-rgb-t.md?metric=Fw%CE%B2>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sα | Result date | Report paper |
| --- | --- | --- | --- |
| ZoomNetxt | 93.4 | Not recorded | 69df1b767d0172140ec7b7ff |
| Ours | 93 | Not recorded | 69df1b767d0172140ec7b7ff |
| HQSAM | 92.9 | Not recorded | 69df1b767d0172140ec7b7ff |
| SAM2-UNet | 92.9 | Not recorded | 69df1b767d0172140ec7b7ff |
| ESCNet | 92.8 | Not recorded | 69df1b767d0172140ec7b7ff |
| Ours-J | 92.8 | Not recorded | 69df1b767d0172140ec7b7ff |
| PlantCamo | 92.6 | Not recorded | 69df1b767d0172140ec7b7ff |
| RISNet | 92.5 | Not recorded | 69df1b767d0172140ec7b7ff |
| MM-SAM | 91.6 | Not recorded | 69df1b767d0172140ec7b7ff |
| COMPrompter | 91.2 | Not recorded | 69df1b767d0172140ec7b7ff |
| UTNet | 90.3 | Not recorded | 69df1b767d0172140ec7b7ff |
| DSAM | 56.5 | Not recorded | 69df1b767d0172140ec7b7ff |

### ZoomNetxt

Sα: 93.4. Result ID: 69df4e7547f34ce924c81c93.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa741f1e209131cea5fc41.md>)

[Implementation](<https://github.com/lartpang/ZoomNeXt>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pub./Year":"TPAMI'24","SAM-based":"false"}. This record does not assert independent reproduction.

### Ours

Sα: 93. Result ID: 69df4e7547f34ce924c81c9d.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

Recorded evaluation configuration: {"Modality":"Multimodal-based","SAM-based":"true"}. This record does not assert independent reproduction.

### HQSAM

Sα: 92.9. Result ID: 69df4e7547f34ce924c81c92.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e495.md>)

[Implementation](<https://github.com/SysCV/SAM-HQ>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pub./Year":"NeurIPS'23","SAM-based":"true"}. This record does not assert independent reproduction.

### SAM2-UNet

Sα: 92.9. Result ID: 69df4e7547f34ce924c81c99.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74881e209131cea62488.md>)

[Implementation](<https://github.com/WZH0120/SAM2-UNet>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pub./Year":"Vis.Intell’26","SAM-based":"true"}. This record does not assert independent reproduction.

### ESCNet

Sα: 92.8. Result ID: 69df4e7547f34ce924c81c96.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pub./Year":"ICCV'25","SAM-based":"false"}. This record does not assert independent reproduction.

### Ours-J

Sα: 92.8. Result ID: 69df4e7547f34ce924c81c9c.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

Recorded evaluation configuration: {"Modality":"Multimodal-based","SAM-based":"true"}. This record does not assert independent reproduction.

### PlantCamo

Sα: 92.6. Result ID: 69df4e7547f34ce924c81c95.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755c1e209131cea677cc.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pub./Year":"AIR'25","SAM-based":"false"}. This record does not assert independent reproduction.

### RISNet

Sα: 92.5. Result ID: 69df4e7547f34ce924c81c9a.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

Recorded evaluation configuration: {"Modality":"Multimodal-based","Pub./Year":"CVPR'24","SAM-based":"false"}. This record does not assert independent reproduction.

### MM-SAM

Sα: 91.6. Result ID: 69df4e7547f34ce924c81c98.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pub./Year":"ICCV'25","SAM-based":"true"}. This record does not assert independent reproduction.

### COMPrompter

Sα: 91.2. Result ID: 69df4e7547f34ce924c81c97.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e01e209131cea6a639.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pub./Year":"SCIS'25","SAM-based":"true"}. This record does not assert independent reproduction.

### UTNet

Sα: 90.3. Result ID: 69df4e7547f34ce924c81c94.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pub./Year":"TMM'25","SAM-based":"false"}. This record does not assert independent reproduction.

### DSAM

Sα: 56.5. Result ID: 69df4e7547f34ce924c81c9b.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b767d0172140ec7b7ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74231e209131cea5fe6e.md>)

Recorded evaluation configuration: {"Modality":"Multimodal-based","Pub./Year":"MM'24","SAM-based":"true"}. This record does not assert independent reproduction.

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