# Object Detection on Locomotive coil spring defect dataset (test) Source: [Object Detection on Locomotive coil spring defect dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-03-17T08:02:59.533Z Evaluation of Object Detection performance on the test split of the Locomotive coil spring defect dataset, reporting standard detection metrics like mAP. 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 | Object Detection | | Dataset (including any stated split) | Locomotive coil spring defect dataset (test) | | Metric | mAP@0.5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [mAP@0.5](): Higher is better; unit: PERCENT. - [mAP@0.5:0.95](): Higher is better; unit: PERCENT. - [AP\_S](): Higher is better; unit: PERCENT. - [AP\_M](): Higher is better; unit: PERCENT. - [AP\_L](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@0.5 | Result date | Report paper | | --- | --- | --- | --- | | MSD-DETR | 92.4 | Not recorded | 69b8e00b0636e5bf4afbea21 | | RT-DETR-L | 89.1 | Not recorded | 69b8e00b0636e5bf4afbea21 | | DINO | 88.9 | Not recorded | 69b8e00b0636e5bf4afbea21 | | YOLOv8-L | 88.2 | Not recorded | 69b8e00b0636e5bf4afbea21 | | YOLOv7 | 87.4 | Not recorded | 69b8e00b0636e5bf4afbea21 | | YOLOv5-L | 86.7 | Not recorded | 69b8e00b0636e5bf4afbea21 | | Deformable DETR | 85.4 | Not recorded | 69b8e00b0636e5bf4afbea21 | | Faster R-CNN | 82.3 | Not recorded | 69b8e00b0636e5bf4afbea21 | | DETR | 79.8 | Not recorded | 69b8e00b0636e5bf4afbea21 | ### MSD-DETR mAP@0.5: 92.4. Result ID: 69b90aa847f34ce924a1620b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params(M)":"34.2","FLOPs(G)":"112.5","FPS":"98","Latency(ms)":"10.2"}. This record does not assert independent reproduction. ### RT-DETR-L mAP@0.5: 89.1. Result ID: 69b90aa847f34ce924a1620a. [Reporting paper]() Recorded evaluation configuration: {"Params(M)":"32.0","FLOPs(G)":"108.0","FPS":"114","Latency(ms)":"8.8"}. This record does not assert independent reproduction. ### DINO mAP@0.5: 88.9. Result ID: 69b90aa847f34ce924a16209. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params(M)":"47.0","FLOPs(G)":"279.0","FPS":"21","Latency(ms)":"47.6"}. This record does not assert independent reproduction. ### YOLOv8-L mAP@0.5: 88.2. Result ID: 69b90aa847f34ce924a16206. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params(M)":"43.7","FLOPs(G)":"165.2","FPS":"78","Latency(ms)":"12.8"}. This record does not assert independent reproduction. ### YOLOv7 mAP@0.5: 87.4. Result ID: 69b90aa847f34ce924a16205. [Reporting paper]() Recorded evaluation configuration: {"Params(M)":"36.9","FLOPs(G)":"104.7","FPS":"78","Latency(ms)":"12.8"}. This record does not assert independent reproduction. ### YOLOv5-L mAP@0.5: 86.7. Result ID: 69b90aa847f34ce924a16204. [Reporting paper]() Recorded evaluation configuration: {"Params(M)":"46.5","FLOPs(G)":"109.1","FPS":"82","Latency(ms)":"12.2"}. This record does not assert independent reproduction. ### Deformable DETR mAP@0.5: 85.4. Result ID: 69b90aa847f34ce924a16208. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params(M)":"40.0","FLOPs(G)":"78.0","FPS":"42","Latency(ms)":"23.8"}. This record does not assert independent reproduction. ### Faster R-CNN mAP@0.5: 82.3. Result ID: 69b90aa847f34ce924a16203. [Reporting paper]() Recorded evaluation configuration: {"Params(M)":"41.5","FLOPs(G)":"180.2","FPS":"18","Latency(ms)":"55.6"}. This record does not assert independent reproduction. ### DETR mAP@0.5: 79.8. Result ID: 69b90aa847f34ce924a16207. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params(M)":"41.0","FLOPs(G)":"86.0","FPS":"25","Latency(ms)":"40.0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.