# Edge Detection on BSDS v1 (test)

Source: [Edge Detection on BSDS v1 (test)](<https://www.sota2.com/research/sota/edge-detection-on-bsds-v1-test>)

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

Data updated: 2026-02-26T05:54:04.423Z

Evaluation of Edge Detection performance on the test split of the BSDS v1 dataset, reporting ODS, OIS, AP, and AC scores.

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 | Edge Detection |
| Dataset (including any stated split) | BSDS v1 (test) |
| Metric | ODS |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 32 of 32 |
| 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

- [ODS](<https://www.sota2.com/research/sota/edge-detection-on-bsds-v1-test.md?metric=ODS>): Higher is better; unit: PERCENT.

- [OIS](<https://www.sota2.com/research/sota/edge-detection-on-bsds-v1-test.md?metric=OIS>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/edge-detection-on-bsds-v1-test.md?metric=AP>): Higher is better; unit: PERCENT.

- [AC Score](<https://www.sota2.com/research/sota/edge-detection-on-bsds-v1-test.md?metric=AC%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ODS | Result date | Report paper |
| --- | --- | --- | --- |
| SAUGE + MATCHED | 85.4 | Not recorded | 699e81ea6017c4460ffacd79 |
| SAUGE | 84.7 | Not recorded | 699e81ea6017c4460ffacd79 |
| SAUGE + MATCHED | 84.6 | Not recorded | 699e81ea6017c4460ffacd79 |
| EdgeSAM | 83.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| EDMB | 83.7 | Not recorded | 699e81ea6017c4460ffacd79 |
| DiffEdge | 83.4 | Not recorded | 699e81ea6017c4460ffacd79 |
| DiffEdge + MATCHED | 83.3 | Not recorded | 699e81ea6017c4460ffacd79 |
| DiffEdge + MATCHED | 83.3 | Not recorded | 699e81ea6017c4460ffacd79 |
| MuGE | 83.1 | Not recorded | 699e81ea6017c4460ffacd79 |
| UAED | 82.9 | Not recorded | 699e81ea6017c4460ffacd79 |
| EDTER | 82.4 | Not recorded | 699e81ea6017c4460ffacd79 |
| RankED | 82.4 | Not recorded | 699e81ea6017c4460ffacd79 |
| RankED + MATCHED | 81.9 | Not recorded | 699e81ea6017c4460ffacd79 |
| BDCN | 81.7 | Not recorded | 699e81ea6017c4460ffacd79 |
| RankED + MATCHED | 81.2 | Not recorded | 699e81ea6017c4460ffacd79 |
| PiDiNet + MATCHED | 80 | Not recorded | 699e81ea6017c4460ffacd79 |
| LPCB | 80 | Not recorded | 699e81ea6017c4460ffacd79 |
| RCF | 79.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| PiDiNet + MATCHED | 79.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| PiDiNet | 78.9 | Not recorded | 699e81ea6017c4460ffacd79 |
| HED | 78.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| DiffEdge | 74.9 | Not recorded | 699e81ea6017c4460ffacd79 |
| UAED | 72.2 | Not recorded | 699e81ea6017c4460ffacd79 |
| MuGE | 72 | Not recorded | 699e81ea6017c4460ffacd79 |
| SAUGE | 70 | Not recorded | 699e81ea6017c4460ffacd79 |
| EDTER | 69.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| LPCB | 69.3 | Not recorded | 699e81ea6017c4460ffacd79 |
| BDCN | 63.6 | Not recorded | 699e81ea6017c4460ffacd79 |
| RankED | 63.1 | Not recorded | 699e81ea6017c4460ffacd79 |
| HED | 58.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| RCF | 58.5 | Not recorded | 699e81ea6017c4460ffacd79 |
| PiDiNet | 57.8 | Not recorded | 699e81ea6017c4460ffacd79 |

### SAUGE + MATCHED

ODS: 85.4. Result ID: 699eb4ba5698665ec483015e.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### SAUGE

ODS: 84.7. Result ID: 699eb4ba5698665ec483016b.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78231e209131cea76f3c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### SAUGE + MATCHED

ODS: 84.6. Result ID: 699eb4ba5698665ec483016f.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### EdgeSAM

ODS: 83.8. Result ID: 699eb4ba5698665ec4830169.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### EDMB

ODS: 83.7. Result ID: 699eb4ba5698665ec483016a.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76901e209131cea6dc1a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### DiffEdge

ODS: 83.4. Result ID: 699eb4ba5698665ec4830167.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea531f2.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### DiffEdge + MATCHED

ODS: 83.3. Result ID: 699eb4ba5698665ec483015c.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### DiffEdge + MATCHED

ODS: 83.3. Result ID: 699eb4ba5698665ec483016d.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### MuGE

ODS: 83.1. Result ID: 699eb4ba5698665ec4830166.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### UAED

ODS: 82.9. Result ID: 699eb4ba5698665ec4830165.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea42795.md>)

[Implementation](<https://github.com/ZhouCX117/UAED>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### EDTER

ODS: 82.4. Result ID: 699eb4ba5698665ec4830164.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316f4.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### RankED

ODS: 82.4. Result ID: 699eb4ba5698665ec4830168.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72781e209131cea56938.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### RankED + MATCHED

ODS: 81.9. Result ID: 699eb4ba5698665ec483015d.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### BDCN

ODS: 81.7. Result ID: 699eb4ba5698665ec4830162.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3c1e209131cea26d96.md>)

[Implementation](<https://github.com/pkuCactus/BDCN>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### RankED + MATCHED

ODS: 81.2. Result ID: 699eb4ba5698665ec483016e.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### PiDiNet + MATCHED

ODS: 80. Result ID: 699eb4ba5698665ec483015b.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### LPCB

ODS: 80. Result ID: 699eb4ba5698665ec4830161.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea058a1.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### RCF

ODS: 79.8. Result ID: 699eb4ba5698665ec4830160.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0db7f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### PiDiNet + MATCHED

ODS: 79.8. Result ID: 699eb4ba5698665ec483016c.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### PiDiNet

ODS: 78.9. Result ID: 699eb4ba5698665ec4830163.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28ae7.md>)

[Implementation](<https://github.com/zhuoinoulu/pidinet>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### HED

ODS: 78.8. Result ID: 699eb4ba5698665ec483015f.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62161e209131ce9f7746.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"SEval"}. This record does not assert independent reproduction.

### DiffEdge

ODS: 74.9. Result ID: 699eb4ba5698665ec4830158.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea531f2.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### UAED

ODS: 72.2. Result ID: 699eb4ba5698665ec4830156.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea42795.md>)

[Implementation](<https://github.com/ZhouCX117/UAED>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### MuGE

ODS: 72. Result ID: 699eb4ba5698665ec4830157.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### SAUGE

ODS: 70. Result ID: 699eb4ba5698665ec483015a.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78231e209131cea76f3c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### EDTER

ODS: 69.8. Result ID: 699eb4ba5698665ec4830155.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316f4.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### LPCB

ODS: 69.3. Result ID: 699eb4ba5698665ec4830152.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea058a1.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### BDCN

ODS: 63.6. Result ID: 699eb4ba5698665ec4830153.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3c1e209131cea26d96.md>)

[Implementation](<https://github.com/pkuCactus/BDCN>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### RankED

ODS: 63.1. Result ID: 699eb4ba5698665ec4830159.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72781e209131cea56938.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### HED

ODS: 58.8. Result ID: 699eb4ba5698665ec4830150.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62161e209131ce9f7746.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### RCF

ODS: 58.5. Result ID: 699eb4ba5698665ec4830151.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0db7f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

### PiDiNet

ODS: 57.8. Result ID: 699eb4ba5698665ec4830154.

[Reporting paper](<https://www.sota2.com/research/paper/699e81ea6017c4460ffacd79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28ae7.md>)

[Implementation](<https://github.com/zhuoinoulu/pidinet>)

Recorded evaluation configuration: {"Evaluation Protocol":"CEval"}. This record does not assert independent reproduction.

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