# Edge Detection on NYUD Crispness-emphasized evaluation - CEval v2 (val) Source: [Edge Detection on NYUD Crispness-emphasized evaluation - CEval v2 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:04.621Z Evaluation of Edge Detection performance on the validation split of the NYUD dataset using the Crispness-emphasized evaluation (CEval v2) protocol. 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 Crispness-emphasized evaluation - CEval v2 (val) | | Metric | ODS Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 Score](): Higher is better; unit: PERCENT. - [OIS Score](): Higher is better; unit: PERCENT. - [AP](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | ODS Score | Result date | Report paper | | --- | --- | --- | --- | | RankED + MATCHED | 77.5 | Not recorded | 699e81ea6017c4460ffacd79 | | Diff.Edge + MATCHED | 75.9 | Not recorded | 699e81ea6017c4460ffacd79 | | SAUGE + MATCHED | 75.8 | Not recorded | 699e81ea6017c4460ffacd79 | | PiDiNet + MATCHED | 73.6 | Not recorded | 699e81ea6017c4460ffacd79 | | Diff.Edge | 73.2 | Not recorded | 699e81ea6017c4460ffacd79 | | Diff.Edge\* | 72.7 | Not recorded | 699e81ea6017c4460ffacd79 | | SAUGE† | 49.1 | Not recorded | 699e81ea6017c4460ffacd79 | | RankED | 47.7 | Not recorded | 699e81ea6017c4460ffacd79 | | EDTER | 43 | Not recorded | 699e81ea6017c4460ffacd79 | | BDCN | 42.6 | Not recorded | 699e81ea6017c4460ffacd79 | | PiDiNet | 39.9 | Not recorded | 699e81ea6017c4460ffacd79 | | RCF | 39.8 | Not recorded | 699e81ea6017c4460ffacd79 | | HED | 38.7 | Not recorded | 699e81ea6017c4460ffacd79 | ### RankED + MATCHED ODS Score: 77.5. Result ID: 699eb4ba5698665ec483018b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised","Post-processing":"MATCHED"}. This record does not assert independent reproduction. ### Diff.Edge + MATCHED ODS Score: 75.9. Result ID: 699eb4ba5698665ec483018a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised","Post-processing":"MATCHED"}. This record does not assert independent reproduction. ### SAUGE + MATCHED ODS Score: 75.8. Result ID: 699eb4ba5698665ec483018d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Zero-shot","Train Dataset":"BSDS","Post-processing":"MATCHED"}. This record does not assert independent reproduction. ### PiDiNet + MATCHED ODS Score: 73.6. Result ID: 699eb4ba5698665ec4830189. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised","Post-processing":"MATCHED"}. This record does not assert independent reproduction. ### Diff.Edge ODS Score: 73.2. Result ID: 699eb4ba5698665ec4830186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction. ### Diff.Edge\* ODS Score: 72.7. Result ID: 699eb4ba5698665ec4830187. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised","Training Source":"Our training"}. This record does not assert independent reproduction. ### SAUGE† ODS Score: 49.1. Result ID: 699eb4ba5698665ec483018c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Zero-shot","Train Dataset":"BSDS","Checkpoint":"Official"}. This record does not assert independent reproduction. ### RankED ODS Score: 47.7. Result ID: 699eb4ba5698665ec4830188. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction. ### EDTER ODS Score: 43. Result ID: 699eb4ba5698665ec4830185. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction. ### BDCN ODS Score: 42.6. Result ID: 699eb4ba5698665ec4830183. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction. ### PiDiNet ODS Score: 39.9. Result ID: 699eb4ba5698665ec4830184. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction. ### RCF ODS Score: 39.8. Result ID: 699eb4ba5698665ec4830182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction. ### HED ODS Score: 38.7. Result ID: 699eb4ba5698665ec4830181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"RGB","Training regime":"Supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.