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3D Classification on 3D Classification multi-view (test)

93.8Top-1 AccuracySplitNets CS
85.68887.79489.992.006Apr 10, 2022
Updated 8mo ago

Evaluation results

MethodLinks
SplitNets CSSplit Strategy=SplitNets (Searched), Configuration=CS, Sensor Count=12, Bandwidth=12.5 MB/s2022.0493.8———1.17—0.09——0.071.34
SplitNets BSSplit Strategy=SplitNets (Searched), Configuration=BS, Sensor Count=12, Bandwidth=12.5 MB/s2022.0493———0.47—0.07——0.060.59
SplitNets ASSplit Strategy=SplitNets (Searched), Configuration=AS, Sensor Count=12, Bandwidth=12.5 MB/s2022.0492.3———0.33—0.05——0.010.39
EfficientNet-B0Split Strategy=All-on-agg., Backbone=EfficientNet-B0, Sensor Count=12, Bandwidth=12.5 MB/s2022.0492.10000—12——3.7615.8
EfficientNet-B0Split Strategy=Split at fusion, Backbone=EfficientNet-B0, Sensor Count=12, Bandwidth=12.5 MB/s2022.0492.1———3.08—5.03——1.038.03
MNASNet-0.5Split Strategy=All-on-agg., Backbone=MNASNet-0.5, Sensor Count=12, Bandwidth=12.5 MB/s2022.0491.40000—12——1.0113
MNASNet-0.5Split Strategy=Split at fusion, Backbone=MNASNet-0.5, Sensor Count=12, Bandwidth=12.5 MB/s2022.0491.4———0.83—5.03——1.035.83
ResNet-18Split Strategy=All-on-agg., Backbone=ResNet-18, Sensor Count=12, Bandwidth=12.5 MB/s2022.0489.10000—12——17.729.7
ResNet-18Split Strategy=Split at fusion, Backbone=ResNet-18, Sensor Count=12, Bandwidth=12.5 MB/s2022.0489.1———14.5—2——0.416.5
VGG-11Split Strategy=All-on-agg., Backbone=VGG-11, Sensor Count=12, Bandwidth=12.5 MB/s2022.0488.70000—12——73.284.9
VGG-11Split Strategy=Split at fusion, Backbone=VGG-11, Sensor Count=12, Bandwidth=12.5 MB/s2022.0488.7———59.9—2——0.162.1
MobileNet-v3Split Strategy=All-on-agg., Backbone=MobileNet-v3, Sensor Count=12, Bandwidth=12.5 MB/s2022.04860000—12——0.5812.6
MobileNet-v3Split Strategy=Split at fusion, Backbone=MobileNet-v3, Sensor Count=12, Bandwidth=12.5 MB/s2022.0486———0.44—2.26——1.292.71