# Edge Detection on BSDS (AC, FID, LPIPS)

Source: [Edge Detection on BSDS (AC, FID, LPIPS)](<https://www.sota2.com/research/sota/edge-detection-on-bsds-ac-fid-lpips>)

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

Data updated: 2026-03-24T13:15:33.265Z

Evaluation of Edge Detection performance on the BSDS dataset, reporting AC, FID, and LPIPS 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 |
| Metric | AC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

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

- [FID](<https://www.sota2.com/research/sota/edge-detection-on-bsds-ac-fid-lpips.md?metric=FID>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/edge-detection-on-bsds-ac-fid-lpips.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | AC | Result date | Report paper |
| --- | --- | --- | --- |
| MEMO | 70.5 | Not recorded | 69c21a6b0636e5bf4afc46b2 |
| MEMO | 66.3 | Not recorded | 69c21a6b0636e5bf4afc46b2 |
| DiffEdge | 47.6 | Not recorded | 69c21a6b0636e5bf4afc46b2 |
| Refined Lbl | 42.4 | Not recorded | 69c21a6b0636e5bf4afc46b2 |
| CATS | 33.3 | Not recorded | 69c21a6b0636e5bf4afc46b2 |
| MuGE | 29.6 | Not recorded | 69c21a6b0636e5bf4afc46b2 |
| SAUGE | 19.7 | Not recorded | 69c21a6b0636e5bf4afc46b2 |

### MEMO

AC: 70.5. Result ID: 69c28e6a47f34ce924aac79c.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

Recorded evaluation configuration: {"Scale Strategy":"AC\* (maximize Accuracy score)"}. This record does not assert independent reproduction.

### MEMO

AC: 66.3. Result ID: 69c28e6a47f34ce924aac79b.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

Recorded evaluation configuration: {"Scale Strategy":"C\* (maximize crispness-aware evaluation score)"}. This record does not assert independent reproduction.

### DiffEdge

AC: 47.6. Result ID: 69c28e6a47f34ce924aac797.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

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

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

### Refined Lbl

AC: 42.4. Result ID: 69c28e6a47f34ce924aac79a.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fde1e209131cea47c7d.md>)

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

### CATS

AC: 33.3. Result ID: 69c28e6a47f34ce924aac799.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a441e209131cea27265.md>)

[Implementation](<https://github.com/WHUHLX/CATS>)

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

### MuGE

AC: 29.6. Result ID: 69c28e6a47f34ce924aac796.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

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

### SAUGE

AC: 19.7. Result ID: 69c28e6a47f34ce924aac798.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46b2.md>)

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

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

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