# Boundary Detection on Multicue Boundary Source: [Boundary Detection on Multicue Boundary]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:04.174Z Evaluation of Boundary Detection performance on the Multicue Boundary dataset, 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 | Boundary Detection | | Dataset (including any stated split) | Multicue Boundary | | Metric | ODS | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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](): Higher is better; unit: PERCENT. - [OIS](): Higher is better; unit: PERCENT. - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | ODS | Result date | Report paper | | --- | --- | --- | --- | | UAED | 86.4 | Not recorded | 68fa6ed41e209131cea42795 | | EDTER | 86.1 | Not recorded | 68fa6ed41e209131cea42795 | | CATS-BDCN | 84.2 | Not recorded | 68fa6a441e209131cea27265 | | CATS-RCF | 84.1 | Not recorded | 68fa6a441e209131cea27265 | | LDC | 83.9 | Not recorded | 68fa6ed41e209131cea42795 | | BDCN | 83.8 | Not recorded | 68fa6a3c1e209131cea26d96 | | BDCN | 83.6 | Not recorded | 68fa6a3c1e209131cea26d96 | | BDCN | 83.6 | Not recorded | 68fa6a441e209131cea27265 | | BDCN | 83.6 | Not recorded | 68fa6ed41e209131cea42795 | | FCL-Net | 83.4 | Not recorded | 68fa6ed41e209131cea42795 | | DSCD | 82.8 | Not recorded | 68fa6ed41e209131cea42795 | | CATS-HED | 82.7 | Not recorded | 68fa6a441e209131cea27265 | | RCF | 82.5 | Not recorded | 68fa6a3c1e209131cea26d96 | | PiDiNet | 81.8 | Not recorded | 68fa6ed41e209131cea42795 | | RCF | 81.7 | Not recorded | 68fa6a3c1e209131cea26d96 | | RCF | 81.7 | Not recorded | 68fa6a441e209131cea27265 | | RCF | 81.7 | Not recorded | 68fa6ed41e209131cea42795 | | HED | 81.4 | Not recorded | 68fa6a3c1e209131cea26d96 | | HED | 81.4 | Not recorded | 68fa6a441e209131cea27265 | | HED | 81.4 | Not recorded | 68fa6ed41e209131cea42795 | | Human | 76 | Not recorded | 68fa6a3c1e209131cea26d96 | | Human | 76 | Not recorded | 68fa6a441e209131cea27265 | | Human | 76 | Not recorded | 68fa6ed41e209131cea42795 | | Multicue | 72 | Not recorded | 68fa6a3c1e209131cea26d96 | | Multicue | 72 | Not recorded | 68fa6a441e209131cea27265 | | Multicue | 72 | Not recorded | 68fa6ed41e209131cea42795 | ### UAED ODS: 86.4. Result ID: 699062673a6c314849002916. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub.' Year":"Current Paper","Input Scale":"single scale"}. This record does not assert independent reproduction. ### EDTER ODS: 86.1. Result ID: 699062673a6c314849002915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.' Year":"CVPR'22","Input Scale":"single scale"}. This record does not assert independent reproduction. ### CATS-BDCN ODS: 84.2. Result ID: 698e2570ffc3901de09b2a80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Boundary","Backbone":"BDCN"}. This record does not assert independent reproduction. ### CATS-RCF ODS: 84.1. Result ID: 698e2570ffc3901de09b2a7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Boundary","Backbone":"RCF"}. This record does not assert independent reproduction. ### LDC ODS: 83.9. Result ID: 699062673a6c314849002912. [Reporting paper]() Recorded evaluation configuration: {"Pub.' Year":"ACMMM'21","Input Scale":"single scale"}. This record does not assert independent reproduction. ### BDCN ODS: 83.8. Result ID: 698e2146ffc3901de09b05b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Multi-scale fusion":true}. This record does not assert independent reproduction. ### BDCN ODS: 83.6. Result ID: 698e2146ffc3901de09b05b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Multi-scale fusion":false}. This record does not assert independent reproduction. ### BDCN ODS: 83.6. Result ID: 698e2570ffc3901de09b2a7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Boundary"}. This record does not assert independent reproduction. ### BDCN ODS: 83.6. Result ID: 699062673a6c314849002910. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub.' Year":"CVPR'19","Input Scale":"single scale"}. This record does not assert independent reproduction. ### FCL-Net ODS: 83.4. Result ID: 699062673a6c314849002914. [Reporting paper]() Recorded evaluation configuration: {"Pub.' Year":"NN'22","Input Scale":"single scale"}. This record does not assert independent reproduction. ### DSCD ODS: 82.8. Result ID: 699062673a6c314849002911. [Reporting paper]() Recorded evaluation configuration: {"Pub.' Year":"ACMMM'20","Input Scale":"single scale"}. This record does not assert independent reproduction. ### CATS-HED ODS: 82.7. Result ID: 698e2570ffc3901de09b2a7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Boundary","Backbone":"HED"}. This record does not assert independent reproduction. ### RCF ODS: 82.5. Result ID: 698e2146ffc3901de09b05b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Multi-scale fusion":true}. This record does not assert independent reproduction. ### PiDiNet ODS: 81.8. Result ID: 699062673a6c314849002913. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub.' Year":"ICCV'21","Input Scale":"single scale"}. This record does not assert independent reproduction. ### RCF ODS: 81.7. Result ID: 698e2146ffc3901de09b05b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Multi-scale fusion":false}. This record does not assert independent reproduction. ### RCF ODS: 81.7. Result ID: 698e2570ffc3901de09b2a7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Boundary"}. This record does not assert independent reproduction. ### RCF ODS: 81.7. Result ID: 699062673a6c31484900290f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.' Year":"CVPR'17","Input Scale":"single scale"}. This record does not assert independent reproduction. ### HED ODS: 81.4. Result ID: 698e2146ffc3901de09b05b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HED ODS: 81.4. Result ID: 698e2570ffc3901de09b2a7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Boundary"}. This record does not assert independent reproduction. ### HED ODS: 81.4. Result ID: 699062673a6c31484900290e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.' Year":"ICCV'15","Input Scale":"single scale"}. This record does not assert independent reproduction. ### Human ODS: 76. Result ID: 698e2146ffc3901de09b05ae. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Human ODS: 76. Result ID: 698e2570ffc3901de09b2a79. [Reporting paper]() Recorded evaluation configuration: {"Category":"Boundary"}. This record does not assert independent reproduction. ### Human ODS: 76. Result ID: 699062673a6c31484900290c. [Reporting paper]() Recorded evaluation configuration: {"Pub.' Year":"VR'16","Input Scale":"single scale"}. This record does not assert independent reproduction. ### Multicue ODS: 72. Result ID: 698e2146ffc3901de09b05af. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Multicue ODS: 72. Result ID: 698e2570ffc3901de09b2a7a. [Reporting paper]() Recorded evaluation configuration: {"Category":"Boundary"}. This record does not assert independent reproduction. ### Multicue ODS: 72. Result ID: 699062673a6c31484900290d. [Reporting paper]() Recorded evaluation configuration: {"Pub.' Year":"VR'16","Input Scale":"single scale"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.