# Object Detection on BCCD (test) Source: [Object Detection on BCCD (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:19.330Z Evaluation of Object Detection performance on the test split of the BCCD dataset, reporting metrics including AP50, Background error (Bkg), Miss rate (Miss), Localization error (Loc), and Budget. 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 | Object Detection | | Dataset (including any stated split) | BCCD (test) | | Metric | AP50 | | 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 - [AP50](): Higher is better; unit: PERCENT. - [Bkg Error](): Lower is better; unit: PERCENT. - [Miss Rate](): Lower is better; unit: PERCENT. - [Loc Error](): Lower is better; unit: SCALAR. - [Budget](): Lower is better; unit: OTHER. ## Recorded results | Method | AP50 | Result date | Report paper | | --- | --- | --- | --- | | Clean Training | 90.47 | Not recorded | 6985757ac97a0b3e3b5d5baf | | Ours | 88.63 | Not recorded | 6985757ac97a0b3e3b5d5baf | | ALC | 87.07 | Not recorded | 6985757ac97a0b3e3b5d5baf | | Ours (Random) | 86.44 | Not recorded | 6985757ac97a0b3e3b5d5baf | | OA-MIL | 84.56 | Not recorded | 6985757ac97a0b3e3b5d5baf | | Mao | 84.01 | Not recorded | 6985757ac97a0b3e3b5d5baf | | Noisy Training | 83.82 | Not recorded | 6985757ac97a0b3e3b5d5baf | ### Clean Training AP50: 90.47. Result ID: 699740a85698665ec4915bab. [Reporting paper]() Recorded evaluation configuration: {"training\_type":"oracle"}. This record does not assert independent reproduction. ### Ours AP50: 88.63. Result ID: 699740a85698665ec4915baa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"active\_selection":"Proposed LSM"}. This record does not assert independent reproduction. ### ALC AP50: 87.07. Result ID: 699740a85698665ec4915ba8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours (Random) AP50: 86.44. Result ID: 699740a85698665ec4915ba9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"active\_selection":"Random selection"}. This record does not assert independent reproduction. ### OA-MIL AP50: 84.56. Result ID: 699740a85698665ec4915ba6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mao AP50: 84.01. Result ID: 699740a85698665ec4915ba7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Noisy Training AP50: 83.82. Result ID: 699740a85698665ec4915ba5. [Reporting paper]() Recorded evaluation configuration: {"training\_type":"baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.