# Edge Detection on NYUD Standard Evaluation - SEval v2 (val)

Source: [Edge Detection on NYUD Standard Evaluation - SEval v2 (val)](<https://www.sota2.com/research/sota/edge-detection-on-nyud-standard-evaluation-seval-v2-val>)

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

Data updated: 2026-02-26T05:54:04.439Z

Evaluation of Edge Detection performance on the validation split of the NYUD dataset using the SEval v2 standard, typically measured using ODS, OIS, and AP metrics.

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) | NYUD Standard Evaluation - SEval v2 (val) |
| Metric | ODS |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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-nyud-standard-evaluation-seval-v2-val.md?metric=ODS>): Higher is better; unit: PERCENT.

- [OIS](<https://www.sota2.com/research/sota/edge-detection-on-nyud-standard-evaluation-seval-v2-val.md?metric=OIS>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/edge-detection-on-nyud-standard-evaluation-seval-v2-val.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ODS | Result date | Report paper |
| --- | --- | --- | --- |
| SAUGE | 79.4 | Not recorded | 699e81ea6017c4460ffacd79 |
| EdgeSAM | 78.3 | Not recorded | 699e81ea6017c4460ffacd79 |
| EDMB | 78.3 | Not recorded | 699e81ea6017c4460ffacd79 |
| RankED | 78 | Not recorded | 699e81ea6017c4460ffacd79 |
| EDTER | 77.4 | Not recorded | 699e81ea6017c4460ffacd79 |
| RankED + MATCHED | 77.4 | Not recorded | 699e81ea6017c4460ffacd79 |
| Diff.Edge | 76.1 | Not recorded | 699e81ea6017c4460ffacd79 |
| SAUGE + MATCHED | 76 | Not recorded | 699e81ea6017c4460ffacd79 |
| Diff.Edge + MATCHED | 75.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| SAUGE† | 75.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| Diff.Edge\* | 75.5 | Not recorded | 699e81ea6017c4460ffacd79 |
| BDCN | 74.8 | Not recorded | 699e81ea6017c4460ffacd79 |
| RCF | 74.5 | Not recorded | 699e81ea6017c4460ffacd79 |
| LPCB | 73.9 | Not recorded | 699e81ea6017c4460ffacd79 |
| PiDiNet + MATCHED | 73.6 | Not recorded | 699e81ea6017c4460ffacd79 |
| PiDiNet | 73.3 | Not recorded | 699e81ea6017c4460ffacd79 |
| HED | 72.2 | Not recorded | 699e81ea6017c4460ffacd79 |

### SAUGE

ODS: 79.4. Result ID: 699eb4ba5698665ec483017e.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Zero-shot","Train Dataset":"BSDS"}. This record does not assert independent reproduction.

### EdgeSAM

ODS: 78.3. Result ID: 699eb4ba5698665ec4830179.

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### EDMB

ODS: 78.3. Result ID: 699eb4ba5698665ec483017a.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### RankED

ODS: 78. Result ID: 699eb4ba5698665ec4830178.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### EDTER

ODS: 77.4. Result ID: 699eb4ba5698665ec4830175.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### RankED + MATCHED

ODS: 77.4. Result ID: 699eb4ba5698665ec483017d.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised","Post-processing":"MATCHED"}. This record does not assert independent reproduction.

### Diff.Edge

ODS: 76.1. Result ID: 699eb4ba5698665ec4830176.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### SAUGE + MATCHED

ODS: 76. Result ID: 699eb4ba5698665ec4830180.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Zero-shot","Train Dataset":"BSDS","Post-processing":"MATCHED"}. This record does not assert independent reproduction.

### Diff.Edge + MATCHED

ODS: 75.8. Result ID: 699eb4ba5698665ec483017c.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised","Post-processing":"MATCHED"}. This record does not assert independent reproduction.

### SAUGE†

ODS: 75.8. Result ID: 699eb4ba5698665ec483017f.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Zero-shot","Train Dataset":"BSDS","Checkpoint":"Official"}. This record does not assert independent reproduction.

### Diff.Edge\*

ODS: 75.5. Result ID: 699eb4ba5698665ec4830177.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised","Training Source":"Our training"}. This record does not assert independent reproduction.

### BDCN

ODS: 74.8. Result ID: 699eb4ba5698665ec4830173.

[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: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### RCF

ODS: 74.5. Result ID: 699eb4ba5698665ec4830171.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### LPCB

ODS: 73.9. Result ID: 699eb4ba5698665ec4830172.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### PiDiNet + MATCHED

ODS: 73.6. Result ID: 699eb4ba5698665ec483017b.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised","Post-processing":"MATCHED"}. This record does not assert independent reproduction.

### PiDiNet

ODS: 73.3. Result ID: 699eb4ba5698665ec4830174.

[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: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

### HED

ODS: 72.2. Result ID: 699eb4ba5698665ec4830170.

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

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

Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction.

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