# Power Battery Detection on PBD5K 1.0 (Tough) Source: [Power Battery Detection on PBD5K 1.0 (Tough)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:49:25.658Z Evaluation of Power Battery Detection performance on the PBD5K 1.0 (Tough) dataset, measured using error and accuracy metrics like AN-MAE, CN-MAE, and PN-ACC. 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 1.0 (Tough) | | 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 | 0.7873 | Not recorded | 68fa7ba31e209131cea898d1 | | IOCFormer | 2.8472 | Not recorded | 68fa7ba31e209131cea898d1 | | CUT | 2.9546 | Not recorded | 68fa7ba31e209131cea898d1 | | BL | 3.5425 | Not recorded | 68fa7ba31e209131cea898d1 | | MDCNet | 4.2547 | Not recorded | 68fa7ba31e209131cea898d1 | | HS-FPN | 6.9875 | Not recorded | 68fa7ba31e209131cea898d1 | | RetinaNet | 7.1502 | Not recorded | 68fa7ba31e209131cea898d1 | | CFINet | 7.4658 | Not recorded | 68fa7ba31e209131cea898d1 | | YOLOv10 | 8.76 | Not recorded | 68fa7ba31e209131cea898d1 | | DETR | 12.3564 | Not recorded | 68fa7ba31e209131cea898d1 | | Shi-tomasi | 165.1059 | Not recorded | 68fa7ba31e209131cea898d1 | | Sub-pixel | 190.0571 | Not recorded | 68fa7ba31e209131cea898d1 | | Harris | 275.454 | Not recorded | 68fa7ba31e209131cea898d1 | ### MDCNeXt AN MAE: 0.7873. Result ID: 6a30ff9cfbc373592c2cfd51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Segmentation"}. This record does not assert independent reproduction. ### IOCFormer AN MAE: 2.8472. Result ID: 6a30ff9cfbc373592c2cfd4a. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### CUT AN MAE: 2.9546. Result ID: 6a30ff9cfbc373592c2cfd49. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### BL AN MAE: 3.5425. Result ID: 6a30ff9cfbc373592c2cfd48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### MDCNet AN MAE: 4.2547. Result ID: 6a30ff9cfbc373592c2cfd50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Segmentation"}. This record does not assert independent reproduction. ### HS-FPN AN MAE: 6.9875. Result ID: 6a30ff9cfbc373592c2cfd4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### RetinaNet AN MAE: 7.1502. Result ID: 6a30ff9cfbc373592c2cfd4b. [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: 7.4658. Result ID: 6a30ff9cfbc373592c2cfd4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### YOLOv10 AN MAE: 8.76. Result ID: 6a30ff9cfbc373592c2cfd4d. [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: 12.3564. Result ID: 6a30ff9cfbc373592c2cfd4c. [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: 165.1059. Result ID: 6a30ff9cfbc373592c2cfd46. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. ### Sub-pixel AN MAE: 190.0571. Result ID: 6a30ff9cfbc373592c2cfd47. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. ### Harris AN MAE: 275.454. Result ID: 6a30ff9cfbc373592c2cfd45. [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.