# Power Battery Detection on PBD5K Regular 1.0 Source: [Power Battery Detection on PBD5K Regular 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:49:25.595Z Evaluation of Power Battery Detection performance on the PBD5K Regular 1.0 dataset, measured using specific error metrics like AN-MAE and CN-MAE. 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 | Power Battery Detection | | Dataset (including any stated split) | PBD5K Regular 1.0 | | Metric | AN-MAE | | Unit | SCALAR | | Direction | Lower 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 - [AN-MAE](): Lower is better; unit: SCALAR. - [CN-MAE](): Lower is better; unit: SCALAR. - [AN-ACC](): Higher is better; unit: PERCENT. - [CN-ACC](): Higher is better; unit: PERCENT. - [PN-ACC](): Higher is better; unit: PERCENT. - [AL-MAE](): Lower is better; unit: SCALAR. - [CL-MAE](): Lower is better; unit: SCALAR. - [OH-MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | AN-MAE | Result date | Report paper | | --- | --- | --- | --- | | MDCNeXt | 0.2175 | Not recorded | 68fa7ba31e209131cea898d1 | | MDCNet | 0.3028 | Not recorded | 68fa7ba31e209131cea898d1 | | HS-FPN | 1.3402 | Not recorded | 68fa7ba31e209131cea898d1 | | CFINet | 1.9377 | Not recorded | 68fa7ba31e209131cea898d1 | | RetinaNet | 2.129 | Not recorded | 68fa7ba31e209131cea898d1 | | IOCFormer | 2.3879 | Not recorded | 68fa7ba31e209131cea898d1 | | YOLOv10 | 2.732 | Not recorded | 68fa7ba31e209131cea898d1 | | CUT | 2.9021 | Not recorded | 68fa7ba31e209131cea898d1 | | DETR | 3.2294 | Not recorded | 68fa7ba31e209131cea898d1 | | BL | 3.843 | Not recorded | 68fa7ba31e209131cea898d1 | | Shi-tomasi | 121.4027 | Not recorded | 68fa7ba31e209131cea898d1 | | Sub-pixel | 165.505 | Not recorded | 68fa7ba31e209131cea898d1 | | Harris | 195.2021 | Not recorded | 68fa7ba31e209131cea898d1 | ### MDCNeXt AN-MAE: 0.2175. Result ID: 6a30ff9cfbc373592c2cfd37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Segmentation"}. This record does not assert independent reproduction. ### MDCNet AN-MAE: 0.3028. Result ID: 6a30ff9cfbc373592c2cfd36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Segmentation"}. This record does not assert independent reproduction. ### HS-FPN AN-MAE: 1.3402. Result ID: 6a30ff9cfbc373592c2cfd35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### CFINet AN-MAE: 1.9377. Result ID: 6a30ff9cfbc373592c2cfd34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### RetinaNet AN-MAE: 2.129. Result ID: 6a30ff9cfbc373592c2cfd31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### IOCFormer AN-MAE: 2.3879. Result ID: 6a30ff9cfbc373592c2cfd30. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### YOLOv10 AN-MAE: 2.732. Result ID: 6a30ff9cfbc373592c2cfd33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### CUT AN-MAE: 2.9021. Result ID: 6a30ff9cfbc373592c2cfd2f. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### DETR AN-MAE: 3.2294. Result ID: 6a30ff9cfbc373592c2cfd32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### BL AN-MAE: 3.843. Result ID: 6a30ff9cfbc373592c2cfd2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### Shi-tomasi AN-MAE: 121.4027. Result ID: 6a30ff9cfbc373592c2cfd2c. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. ### Sub-pixel AN-MAE: 165.505. Result ID: 6a30ff9cfbc373592c2cfd2d. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. ### Harris AN-MAE: 195.2021. Result ID: 6a30ff9cfbc373592c2cfd2b. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.