# Power Battery Detection on PBD5K Difficult 1.0 Source: [Power Battery Detection on PBD5K Difficult 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:49:25.628Z Evaluation of models for Power Battery Detection using the PBD5K Difficult 1.0 dataset, measured using metrics such as AN-MAE, CN-MAE, and various accuracy/error 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 | Power Battery Detection | | Dataset (including any stated split) | PBD5K Difficult 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 | 0.3515 | Not recorded | 68fa7ba31e209131cea898d1 | | MDCNet | 0.4732 | Not recorded | 68fa7ba31e209131cea898d1 | | HS-FPN | 1.3974 | Not recorded | 68fa7ba31e209131cea898d1 | | IOCFormer | 1.4256 | Not recorded | 68fa7ba31e209131cea898d1 | | BL | 1.7576 | Not recorded | 68fa7ba31e209131cea898d1 | | RetinaNet | 1.7576 | Not recorded | 68fa7ba31e209131cea898d1 | | YOLOv10 | 2.0789 | Not recorded | 68fa7ba31e209131cea898d1 | | CUT | 2.6755 | Not recorded | 68fa7ba31e209131cea898d1 | | DETR | 2.8465 | Not recorded | 68fa7ba31e209131cea898d1 | | CFINet | 2.8645 | Not recorded | 68fa7ba31e209131cea898d1 | | Shi-tomasi | 84.1242 | Not recorded | 68fa7ba31e209131cea898d1 | | Sub-pixel | 115.525 | Not recorded | 68fa7ba31e209131cea898d1 | | Harris | 136.7474 | Not recorded | 68fa7ba31e209131cea898d1 | ### MDCNeXt AN-MAE: 0.3515. Result ID: 6a30ff9cfbc373592c2cfd44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Segmentation"}. This record does not assert independent reproduction. ### MDCNet AN-MAE: 0.4732. Result ID: 6a30ff9cfbc373592c2cfd43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Segmentation"}. This record does not assert independent reproduction. ### HS-FPN AN-MAE: 1.3974. Result ID: 6a30ff9cfbc373592c2cfd42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### IOCFormer AN-MAE: 1.4256. Result ID: 6a30ff9cfbc373592c2cfd3d. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### BL AN-MAE: 1.7576. Result ID: 6a30ff9cfbc373592c2cfd3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### RetinaNet AN-MAE: 1.7576. Result ID: 6a30ff9cfbc373592c2cfd3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### YOLOv10 AN-MAE: 2.0789. Result ID: 6a30ff9cfbc373592c2cfd40. [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: 2.6755. Result ID: 6a30ff9cfbc373592c2cfd3c. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Crowd Counting"}. This record does not assert independent reproduction. ### DETR AN-MAE: 2.8465. Result ID: 6a30ff9cfbc373592c2cfd3f. [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: 2.8645. Result ID: 6a30ff9cfbc373592c2cfd41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### Shi-tomasi AN-MAE: 84.1242. Result ID: 6a30ff9cfbc373592c2cfd39. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. ### Sub-pixel AN-MAE: 115.525. Result ID: 6a30ff9cfbc373592c2cfd3a. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Corner Detection"}. This record does not assert independent reproduction. ### Harris AN-MAE: 136.7474. Result ID: 6a30ff9cfbc373592c2cfd38. [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.