Object Detection on COCO 13 2017 (val)
19.1PDQDeep Ensembles
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Deep EnsemblesLatency (ms)=53.4(×5.0), Parameters (M)=89.86 (+106%)2026.03 | 19.1 | 9.2 | 43.8 | |
| MC-GroupEnsemble (ours)Latency (ms)=18.4(×1.7), Parameters (M)=43.96 (+0.7%)2026.03 | 19.1 | 10.3 | 43.6 | |
| MC-Dropout†Latency (ms)=18.4(×1.7), Parameters (M)=43.662026.03 | 17.4 | 10.4 | 43.2 | |
| GroupEnsemble (ours)Latency (ms)=18.4(×1.7), Parameters (M)=43.96 (+0.7%)2026.03 | 16.8 | 10.3 | 43.6 | |
| DeterministicLatency (ms)=10.7, Parameters (M)=43.662026.03 | 9.7 | 11.1 | 43.1 |