# Plate Counting and Localization on X-ray PBD (Tough) Source: [Plate Counting and Localization on X-ray PBD (Tough)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:32.839Z Evaluation of plate counting and localization performance on the 'Tough' split of the X-ray PBD dataset, utilizing 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 | Plate Counting and Localization | | Dataset (including any stated split) | X-ray PBD (Tough) | | 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 | 2.092 | Not recorded | 68fa72561e209131cea55bc5 | | IOCFormer | 2.3036 | Not recorded | 68fa72561e209131cea55bc5 | | BL | 2.5989 | Not recorded | 68fa72561e209131cea55bc5 | | CUT | 2.8212 | Not recorded | 68fa72561e209131cea55bc5 | | CFINet | 3.2989 | Not recorded | 68fa72561e209131cea55bc5 | | C3Det | 3.7356 | Not recorded | 68fa72561e209131cea55bc5 | | RetinaNet | 4.1552 | Not recorded | 68fa72561e209131cea55bc5 | | Faster RCNN | 5.0057 | Not recorded | 68fa72561e209131cea55bc5 | | YOLOv5 | 6.5632 | Not recorded | 68fa72561e209131cea55bc5 | | Shi-tomasi | 16.8621 | Not recorded | 68fa72561e209131cea55bc5 | | Sub-pixel | 20.0287 | Not recorded | 68fa72561e209131cea55bc5 | | Harris | 59.7989 | Not recorded | 68fa72561e209131cea55bc5 | ### MDCNet AN-MAE: 2.092. Result ID: 699211473a6c3148490c5e9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Segmentation"}. This record does not assert independent reproduction. ### IOCFormer AN-MAE: 2.3036. Result ID: 699211473a6c3148490c5e97. [Reporting paper]() Recorded evaluation configuration: {"Category":"Crowd Counting"}. This record does not assert independent reproduction. ### BL AN-MAE: 2.5989. Result ID: 699211473a6c3148490c5e95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Crowd Counting"}. This record does not assert independent reproduction. ### CUT AN-MAE: 2.8212. Result ID: 699211473a6c3148490c5e96. [Reporting paper]() Recorded evaluation configuration: {"Category":"Crowd Counting"}. This record does not assert independent reproduction. ### CFINet AN-MAE: 3.2989. Result ID: 699211473a6c3148490c5e9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### C3Det AN-MAE: 3.7356. Result ID: 699211473a6c3148490c5e9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### RetinaNet AN-MAE: 4.1552. Result ID: 699211473a6c3148490c5e98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### Faster RCNN AN-MAE: 5.0057. Result ID: 699211473a6c3148490c5e99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### YOLOv5 AN-MAE: 6.5632. Result ID: 699211473a6c3148490c5e9a. [Reporting paper]() Recorded evaluation configuration: {"Category":"General/Tiny Object Detection"}. This record does not assert independent reproduction. ### Shi-tomasi AN-MAE: 16.8621. Result ID: 699211473a6c3148490c5e93. [Reporting paper]() Recorded evaluation configuration: {"Category":"Corner Detection"}. This record does not assert independent reproduction. ### Sub-pixel AN-MAE: 20.0287. Result ID: 699211473a6c3148490c5e94. [Reporting paper]() Recorded evaluation configuration: {"Category":"Corner Detection"}. This record does not assert independent reproduction. ### Harris AN-MAE: 59.7989. Result ID: 699211473a6c3148490c5e92. [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.