Object Detection on EvDET200K (test)
52.9mAP@.50:.95MvHeat-DET
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MvHeat-DETPublish=Current Paper, Backbone=MvHeat, Params=47.5M, FLOPS=56.4G, FPS=582024.12 | 52.9 | 80.4 | 55.9 | 58.9 | 70 | |
| vHeatPublish=arXiv 2024, Backbone=vHeat, Params=56.3M, FLOPS=74.5G, FPS=502024.12 | 50.3 | 72.2 | 54.2 | 56.9 | 69.4 | |
| DetectoRSPublish=CVPR 2021, Backbone=ResNet50, Params=123.2M, FLOPS=117.2G, FPS=322024.12 | 49.1 | 78.8 | 53.5 | 78.8 | 85.8 | |
| Swin-TPublish=ICCV 2021, Backbone=Transformer, Params=160M, FLOPS=1043G, FPS=262024.12 | 49 | 78.4 | 52.7 | 79.4 | 88.8 | |
| Mask R-CNNPublish=ICCV 2017, Backbone=ResNet50, Params=43.8M, FLOPS=142.7G, FPS=282024.12 | 48.8 | 77.6 | 52 | 77.8 | 87.1 | |
| RetinaNetPublish=ICCV 2017, Backbone=ResNet50, Params=36.2M, FLOPS=81.4G, FPS=762024.12 | 48.6 | 77 | 50.8 | 77.8 | 93.7 | |
| Faster R-CNNPublish=TPAMI 2016, Backbone=ResNet50, Params=40.9M, FLOPS=71.2G, FPS=232024.12 | 46 | 73.3 | 48.6 | 76.3 | 88.3 | |
| YOLOv10-BPublish=arXiv 2024, Backbone=CNN, Params=19.1M, FLOPS=92.0G, FPS=302024.12 | 44.1 | 77.9 | 43.1 | 76 | 73.2 | |
| YOLOv10-MPublish=arXiv 2024, Backbone=CNN, Params=15.4M, FLOPS=59.1G, FPS=322024.12 | 44 | 77.5 | 42.8 | 76.6 | 71.7 | |
| YOLOv10-SPublish=arXiv 2024, Backbone=CNN, Params=7.3M, FLOPS=21.6G, FPS=832024.12 | 43.5 | 76.2 | 43 | 75.4 | 71.2 | |
| S5-ViTPublish=CVPR 2024, Backbone=Former+SSM, Params=18.2M, FLOPS=5.6G, FPS=842024.12 | 42.9 | 76.3 | 44.1 | 69.7 | 66.9 | |
| YOLOv10-NPublish=arXiv 2024, Backbone=CNN, Params=2.3M, FLOPS=8.2G, FPS=1162024.12 | 42.7 | 75.1 | 42.1 | 75.3 | 68.9 | |
| YOLOv6Publish=arXiv 2022, Backbone=RepVGG, Params=17.2M, FLOPS=44.2M, FPS=702024.12 | 41.3 | 75.7 | 38.9 | 50.4 | 53.8 | |
| Spike YOLOPublish=ECCV 2024, Backbone=SNN, Params=68.8M, FLOPS=78.1G, FPS=772024.12 | 41.2 | 74.8 | 39.8 | 81.6 | 68.5 | |
| DETRPublish=ECCV 2020, Backbone=Transformer, Params=41M, FLOPS=86G, FPS=292024.12 | 40.9 | 74.5 | 39.5 | 74.5 | 90.9 | |
| RVTPublish=CVPR 2023, Backbone=Transformer, Params=9.9M, FLOPS=8.4G, FPS=882024.12 | 40.7 | 73.1 | 42.3 | 70.3 | 65.9 | |
| REDPublish=NeurIPS 2020, Backbone=ResNet50, Params=24.1M, FLOPS=46.3G, FPS=342024.12 | 35.4 | 68.3 | 35.2 | 69 | 66.1 | |
| EMS-YOLOPublish=ICCV 2023, Backbone=SNN, Params=14.40M, FLOPS=3.3M, FPS=1192024.12 | 32.1 | 66.6 | 27.4 | 77.5 | 62.5 | |
| SASTPublish=CVPR 2024, Backbone=Transformer, Params=18.5M, FLOPS=15.9G, FPS=512024.12 | 27.4 | 53.6 | 25.3 | 30.1 | 29.6 |