Object Detection on Cityscapes 12 (val)
21.4PDQ (thr=0.3)MC-GroupEnsemble (ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MC-GroupEnsemble (ours)Latency (ms)=18.4(×1.7), Parameters (M)=43.48 (+0.7%)2026.03 | 21.4 | 10.4 | 39.2 | |
| Deep EnsemblesLatency (ms)=53.4(×5.0), Parameters (M)=89.27 (+107%)2026.03 | 19.3 | 9.8 | 38.8 | |
| MC-Dropout†Latency (ms)=18.4(×1.7), Parameters (M)=43.172026.03 | 18.9 | 10.9 | 38.5 | |
| GroupEnsemble (ours)Latency (ms)=18.4(×1.7), Parameters (M)=43.48 (+0.7%)2026.03 | 18.8 | 10.4 | 38.7 | |
| DeterministicLatency (ms)=10.7, Parameters (M)=43.172026.03 | 9.4 | 11.8 | 37.8 |