# Camouflaged Object Detection on CAMO (test) (S\_alpha, F\_w\_beta, E\_m, F\_m\_beta, MAE)

Source: [Camouflaged Object Detection on CAMO (test) (S\_alpha, F\_w\_beta, E\_m, F\_m\_beta, MAE)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-test-s_alpha-f_w_beta-e_m-f_m_beta-mae>)

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

Data updated: 2026-04-21T08:21:43.008Z

Evaluation of Camouflaged Object Detection performance on the test split of the CAMO dataset, reporting specialized metrics: S\_alpha, F\_w\_beta, E\_m, F\_m\_beta, 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 | Camouflaged Object Detection |
| Dataset (including any stated split) | CAMO (test) |
| Metric | S\_alpha |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [S\_alpha](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-test-s_alpha-f_w_beta-e_m-f_m_beta-mae.md?metric=S_alpha>): Higher is better; unit: PERCENT.

- [F\_w\_beta](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-test-s_alpha-f_w_beta-e_m-f_m_beta-mae.md?metric=F_w_beta>): Higher is better; unit: PERCENT.

- [E\_m](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-test-s_alpha-f_w_beta-e_m-f_m_beta-mae.md?metric=E_m>): Lower is better; unit: PERCENT.

- [F\_m\_beta](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-test-s_alpha-f_w_beta-e_m-f_m_beta-mae.md?metric=F_m_beta>): Higher is better; unit: PERCENT.

- [MAE](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-test-s_alpha-f_w_beta-e_m-f_m_beta-mae.md?metric=MAE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | S\_alpha | Result date | Report paper |
| --- | --- | --- | --- |
| FP32 | 87.6 | Not recorded | 69e704747d0172140ec7ebe5 |
| Naive | 87.5 | Not recorded | 69e704747d0172140ec7ebe5 |
| Naive | 86.4 | Not recorded | 69e704747d0172140ec7ebe5 |
| COD-TDQ | 81.3 | Not recorded | 69e704747d0172140ec7ebe5 |
| RepQ-ViT | 67.6 | Not recorded | 69e704747d0172140ec7ebe5 |
| IGQ-ViT | 67.4 | Not recorded | 69e704747d0172140ec7ebe5 |
| PTQ4SAM | 67.1 | Not recorded | 69e704747d0172140ec7ebe5 |
| FIMA-Q | 59.5 | Not recorded | 69e704747d0172140ec7ebe5 |
| ARCQuant | 53.4 | Not recorded | 69e704747d0172140ec7ebe5 |
| PQ-SAM | 46.4 | Not recorded | 69e704747d0172140ec7ebe5 |
| Naive | 41.8 | Not recorded | 69e704747d0172140ec7ebe5 |
| AHCPTQ | 41.7 | Not recorded | 69e704747d0172140ec7ebe5 |
| QuaRTZ | 41.6 | Not recorded | 69e704747d0172140ec7ebe5 |
| ORQ-ViT | 41.5 | Not recorded | 69e704747d0172140ec7ebe5 |
| PTQ4ViT | 41 | Not recorded | 69e704747d0172140ec7ebe5 |
| NoisyQuant | 40.8 | Not recorded | 69e704747d0172140ec7ebe5 |
| post-GELU | 40.3 | Not recorded | 69e704747d0172140ec7ebe5 |
| SmoothQuant | 39.7 | Not recorded | 69e704747d0172140ec7ebe5 |

### FP32

S\_alpha: 87.6. Result ID: 69e7339247f34ce924cd5a21.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"FP32"}. This record does not assert independent reproduction.

### Naive

S\_alpha: 87.5. Result ID: 69e7339247f34ce924cd5a22.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W8A8"}. This record does not assert independent reproduction.

### Naive

S\_alpha: 86.4. Result ID: 69e7339247f34ce924cd5a23.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A8"}. This record does not assert independent reproduction.

### COD-TDQ

S\_alpha: 81.3. Result ID: 69e7339247f34ce924cd5a32.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### RepQ-ViT

S\_alpha: 67.6. Result ID: 69e7339247f34ce924cd5a31.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70381e209131cea49a91.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### IGQ-ViT

S\_alpha: 67.4. Result ID: 69e7339247f34ce924cd5a30.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea5857d.md>)

[Implementation](<https://cvlab.yonsei.ac.kr/projects/IGQ-ViT/>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### PTQ4SAM

S\_alpha: 67.1. Result ID: 69e7339247f34ce924cd5a2f.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a5bb.md>)

[Implementation](<https://github.com/chengtao-lv/PTQ4SAM>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### FIMA-Q

S\_alpha: 59.5. Result ID: 69e7339247f34ce924cd5a2e.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa796c1e209131cea7d8f6.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### ARCQuant

S\_alpha: 53.4. Result ID: 69e7339247f34ce924cd5a2d.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d19f6343fa78c8323740.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### PQ-SAM

S\_alpha: 46.4. Result ID: 69e7339247f34ce924cd5a2a.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### Naive

S\_alpha: 41.8. Result ID: 69e7339247f34ce924cd5a24.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### AHCPTQ

S\_alpha: 41.7. Result ID: 69e7339247f34ce924cd5a2c.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79fe1e209131cea80822.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### QuaRTZ

S\_alpha: 41.6. Result ID: 69e7339247f34ce924cd5a2b.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcb1e209131cea8a849.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### ORQ-ViT

S\_alpha: 41.5. Result ID: 69e7339247f34ce924cd5a27.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### PTQ4ViT

S\_alpha: 41. Result ID: 69e7339247f34ce924cd5a26.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b61e209131cea5e0df.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### NoisyQuant

S\_alpha: 40.8. Result ID: 69e7339247f34ce924cd5a25.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c9.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### post-GELU

S\_alpha: 40.3. Result ID: 69e7339247f34ce924cd5a28.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

### SmoothQuant

S\_alpha: 39.7. Result ID: 69e7339247f34ce924cd5a29.

[Reporting paper](<https://www.sota2.com/research/paper/69e704747d0172140ec7ebe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c01e209131cea58607.md>)

Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction.

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