# Power Battery Detection on PBD5K Average 1.0 Source: [Power Battery Detection on PBD5K Average 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:49:25.690Z Evaluation of Power Battery Detection performance on the PBD5K Average 1.0 dataset, measured using error metrics such as AN-MAE, CN-MAE, and various accuracy 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 | Power Battery Detection | | Dataset (including any stated split) | PBD5K Average 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 | 0.4645 | Not recorded | 68fa7ba31e209131cea898d1 | | MDCNet | 1.7094 | Not recorded | 68fa7ba31e209131cea898d1 | | IOCFormer | 2.1546 | Not recorded | 68fa7ba31e209131cea898d1 | | CUT | 2.8283 | Not recorded | 68fa7ba31e209131cea898d1 | | BL | 2.8988 | Not recorded | 68fa7ba31e209131cea898d1 | | HS-FPN | 3.2749 | Not recorded | 68fa7ba31e209131cea898d1 | | RetinaNet | 3.6786 | Not recorded | 68fa7ba31e209131cea898d1 | | CFINet | 4.1834 | Not recorded | 68fa7ba31e209131cea898d1 | | YOLOv10 | 4.5086 | Not recorded | 68fa7ba31e209131cea898d1 | | DETR | 6.1642 | Not recorded | 68fa7ba31e209131cea898d1 | | Shi-tomasi | 121.1357 | Not recorded | 68fa7ba31e209131cea898d1 | | Sub-pixel | 153.624 | Not recorded | 68fa7ba31e209131cea898d1 | | Harris | 198.7517 | Not recorded | 68fa7ba31e209131cea898d1 | ### MDCNeXt AN MAE: 0.4645. Result ID: 6a30ff9cfbc373592c2cfd5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Segmentation"}. This record does not assert independent reproduction. ### MDCNet AN MAE: 1.7094. Result ID: 6a30ff9cfbc373592c2cfd5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Segmentation"}. This record does not assert independent reproduction. ### IOCFormer AN MAE: 2.1546. Result ID: 6a30ff9cfbc373592c2cfd57. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### CUT AN MAE: 2.8283. Result ID: 6a30ff9cfbc373592c2cfd56. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### BL AN MAE: 2.8988. Result ID: 6a30ff9cfbc373592c2cfd55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### HS-FPN AN MAE: 3.2749. Result ID: 6a30ff9cfbc373592c2cfd5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### RetinaNet AN MAE: 3.6786. Result ID: 6a30ff9cfbc373592c2cfd58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### CFINet AN MAE: 4.1834. Result ID: 6a30ff9cfbc373592c2cfd5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### YOLOv10 AN MAE: 4.5086. Result ID: 6a30ff9cfbc373592c2cfd5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### DETR AN MAE: 6.1642. Result ID: 6a30ff9cfbc373592c2cfd59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### Shi-tomasi AN MAE: 121.1357. Result ID: 6a30ff9cfbc373592c2cfd53. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. ### Sub-pixel AN MAE: 153.624. Result ID: 6a30ff9cfbc373592c2cfd54. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. ### Harris AN MAE: 198.7517. Result ID: 6a30ff9cfbc373592c2cfd52. [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.