Object Detection on EV-UAV
75.9mIoUPACT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PACTPublications=-, Event Rep.=Points, Temporal=Yes, #Params.=2.9M, Runtime(ms)=582026.06 | 75.9 | 80.05 | 91.84 | 0.0076 | |
| EV-SpSegNetPublications=ICCV 2025, Event Rep.=Points, Temporal=Yes, #Params.=4.0M, Runtime(ms)=362026.06 | 55.18 | 65.02 | 77.53 | 0.0163 | |
| COSegPublications=CVPR 2024, Event Rep.=Points, Temporal=Yes, #Params.=23.4M, Runtime(ms)=3642026.06 | 51.89 | 60.93 | 71.32 | 0.0921 | |
| RandLA-NetPublications=CVPR 2020, Event Rep.=Points, Temporal=Yes, #Params.=1.2M, Runtime(ms)=3532026.06 | 50.32 | 59.29 | 70.56 | 0.0695 | |
| KPConvPublications=ICCV 2019, Event Rep.=Points, Temporal=Yes, #Params.=50.1M, Runtime(ms)=5622026.06 | 48.19 | 57.28 | 68.59 | 0.1632 | |
| Spike-YOLOPublications=ECCV 2024, Event Rep.=SNN, Temporal=Yes, #Params.=69.0M, Runtime(ms)=18832026.06 | 43.94 | 48.26 | 59.62 | 0.5538 | |
| RVTPublications=CVPR 2023, Event Rep.=Voxel Grid, Temporal=Yes, #Params.=9.9M, Runtime(ms)=17372026.06 | 43.21 | 51.38 | 60.35 | 0.5568 | |
| GETPublications=ICCV 2023, Event Rep.=Group Token, Temporal=Yes, #Params.=18.4M, Runtime(ms)=21682026.06 | 40.31 | 48.91 | 60.73 | 0.4635 | |
| EMS-YOLOPublications=ICCV 2023, Event Rep.=SNN, Temporal=Yes, #Params.=3.3M, Runtime(ms)=12292026.06 | 36.77 | 42.92 | 50.68 | 1.1236 | |
| REDPublications=NeurIPS 2020, Event Rep.=Voxel Grid, Temporal=Yes, #Params.=24.1M, Runtime(ms)=34272026.06 | 35.99 | 45.54 | 53.76 | 1.0227 | |
| SASTPublications=CVPR 2024, Event Rep.=Voxel Grid, Temporal=Yes, #Params.=18.5M, Runtime(ms)=30752026.06 | 34.31 | 40.22 | 51.21 | 1.5032 | |
| YOLOv10-SPublications=NIPS 2025, Event Rep.=Event Count, Temporal=No, #Params.=7.3M, Runtime(ms)=16272026.06 | 32.55 | 33.39 | 32.18 | 5.8967 | |
| DETRPublications=ICLR 2020, Event Rep.=Event Count, Temporal=No, #Params.=39.8M, Runtime(ms)=31362026.06 | 30.35 | 33.63 | 31.64 | 6.3137 | |
| Faster RCNNPublications=TPAMI 2016, Event Rep.=Event Count, Temporal=No, #Params.=41.2M, Runtime(ms)=39622026.06 | 26.93 | 29.68 | 27.39 | 6.8968 | |
| SSDPublications=ECCV 2016, Event Rep.=Event Count, Temporal=No, #Params.=25.2M, Runtime(ms)=21132026.06 | 25.31 | 28.56 | 26.31 | 4.8663 |