# Plate Counting and Localization on X-ray PBD (Difficult) Source: [Plate Counting and Localization on X-ray PBD (Difficult)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:32.820Z Evaluation of plate counting and localization performance on the difficult subset of the X-ray PBD dataset, utilizing metrics such as AN-MAE, CN-MAE, and various accuracy measures. 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 | Plate Counting and Localization | | Dataset (including any stated split) | X-ray PBD (Difficult) | | Metric | AN-MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | MDCNet | 0.4259 | Not recorded | 68fa72561e209131cea55bc5 | | IOCFormer | 0.9117 | Not recorded | 68fa72561e209131cea55bc5 | | CFINet | 1.0883 | Not recorded | 68fa72561e209131cea55bc5 | | RetinaNet | 1.1546 | Not recorded | 68fa72561e209131cea55bc5 | | BL | 1.3211 | Not recorded | 68fa72561e209131cea55bc5 | | Faster RCNN | 1.5047 | Not recorded | 68fa72561e209131cea55bc5 | | YOLOv5 | 1.5047 | Not recorded | 68fa72561e209131cea55bc5 | | C3Det | 2.265 | Not recorded | 68fa72561e209131cea55bc5 | | CUT | 2.4216 | Not recorded | 68fa72561e209131cea55bc5 | | Shi-tomasi | 73.5899 | Not recorded | 68fa72561e209131cea55bc5 | | Sub-pixel | 106.4858 | Not recorded | 68fa72561e209131cea55bc5 | | Harris | 122.1703 | Not recorded | 68fa72561e209131cea55bc5 | ### MDCNet AN-MAE: 0.4259. Result ID: 699211473a6c3148490c5e91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Segmentation"}. This record does not assert independent reproduction. ### IOCFormer AN-MAE: 0.9117. Result ID: 699211473a6c3148490c5e8b. [Reporting paper]() Recorded evaluation configuration: {"Category":"Crowd Counting"}. This record does not assert independent reproduction. ### CFINet AN-MAE: 1.0883. Result ID: 699211473a6c3148490c5e90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### RetinaNet AN-MAE: 1.1546. Result ID: 699211473a6c3148490c5e8c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### BL AN-MAE: 1.3211. Result ID: 699211473a6c3148490c5e89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Crowd Counting"}. This record does not assert independent reproduction. ### Faster RCNN AN-MAE: 1.5047. Result ID: 699211473a6c3148490c5e8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### YOLOv5 AN-MAE: 1.5047. Result ID: 699211473a6c3148490c5e8e. [Reporting paper]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### C3Det AN-MAE: 2.265. Result ID: 699211473a6c3148490c5e8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### CUT AN-MAE: 2.4216. Result ID: 699211473a6c3148490c5e8a. [Reporting paper]() Recorded evaluation configuration: {"Category":"Crowd Counting"}. This record does not assert independent reproduction. ### Shi-tomasi AN-MAE: 73.5899. Result ID: 699211473a6c3148490c5e87. [Reporting paper]() Recorded evaluation configuration: {"Category":"Corner Detection"}. This record does not assert independent reproduction. ### Sub-pixel AN-MAE: 106.4858. Result ID: 699211473a6c3148490c5e88. [Reporting paper]() Recorded evaluation configuration: {"Category":"Corner Detection"}. This record does not assert independent reproduction. ### Harris AN-MAE: 122.1703. Result ID: 699211473a6c3148490c5e86. [Reporting paper]() Recorded evaluation configuration: {"Category":"Corner Detection"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.