3D Classification on 3D Classification multi-view (test)
93.8Top-1 AccuracySplitNets CS
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SplitNets CSSplit Strategy=SplitNets (Searched), Configuration=CS, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 93.8 | — | — | — | 1.17 | — | 0.09 | — | — | 0.07 | 1.34 | |
| SplitNets BSSplit Strategy=SplitNets (Searched), Configuration=BS, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 93 | — | — | — | 0.47 | — | 0.07 | — | — | 0.06 | 0.59 | |
| SplitNets ASSplit Strategy=SplitNets (Searched), Configuration=AS, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 92.3 | — | — | — | 0.33 | — | 0.05 | — | — | 0.01 | 0.39 | |
| EfficientNet-B0Split Strategy=All-on-agg., Backbone=EfficientNet-B0, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 92.1 | 0 | 0 | 0 | 0 | — | 12 | — | — | 3.76 | 15.8 | |
| EfficientNet-B0Split Strategy=Split at fusion, Backbone=EfficientNet-B0, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 92.1 | — | — | — | 3.08 | — | 5.03 | — | — | 1.03 | 8.03 | |
| MNASNet-0.5Split Strategy=All-on-agg., Backbone=MNASNet-0.5, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 91.4 | 0 | 0 | 0 | 0 | — | 12 | — | — | 1.01 | 13 | |
| MNASNet-0.5Split Strategy=Split at fusion, Backbone=MNASNet-0.5, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 91.4 | — | — | — | 0.83 | — | 5.03 | — | — | 1.03 | 5.83 | |
| ResNet-18Split Strategy=All-on-agg., Backbone=ResNet-18, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 89.1 | 0 | 0 | 0 | 0 | — | 12 | — | — | 17.7 | 29.7 | |
| ResNet-18Split Strategy=Split at fusion, Backbone=ResNet-18, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 89.1 | — | — | — | 14.5 | — | 2 | — | — | 0.4 | 16.5 | |
| VGG-11Split Strategy=All-on-agg., Backbone=VGG-11, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 88.7 | 0 | 0 | 0 | 0 | — | 12 | — | — | 73.2 | 84.9 | |
| VGG-11Split Strategy=Split at fusion, Backbone=VGG-11, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 88.7 | — | — | — | 59.9 | — | 2 | — | — | 0.1 | 62.1 | |
| MobileNet-v3Split Strategy=All-on-agg., Backbone=MobileNet-v3, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 86 | 0 | 0 | 0 | 0 | — | 12 | — | — | 0.58 | 12.6 | |
| MobileNet-v3Split Strategy=Split at fusion, Backbone=MobileNet-v3, Sensor Count=12, Bandwidth=12.5 MB/s2022.04 | 86 | — | — | — | 0.44 | — | 2.26 | — | — | 1.29 | 2.71 |