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ResearchFormerly WizWand

Object Recognition on ORBIT Clean Videos 14 (test)

82.7Frame AccuracySimple CNAPs + LITE
64.569.22573.9578.675Jul 2, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Simple CNAPs + LITEImage Size=224, Backbone=EfficientNet-B0, LITE=true, Test-time MACS=3.39T, Test-time Steps=1F, Test-time Time=2.92s, Parameters=5.67M2021.0782.791.8
ProtoNets + LITEImage Size=224, Backbone=EfficientNet-B0, LITE=true, Test-time MACS=1.21T, Test-time Steps=1F, Test-time Time=1.72s, Parameters=4.01M2021.0782.191.2
CNAPS + LITEImage Size=224, Backbone=EfficientNet-B0, LITE=true, Test-time MACS=3.38T, Test-time Steps=1F, Test-time Time=2.85s, Parameters=10.59M2021.0779.687.6
MAMLImage Size=224, Backbone=EfficientNet-B0, LITE=false, Test-time MACS=36.31T, Test-time Steps=15FB, Test-time Time=117.89s, Parameters=4.01M2021.0779.387.5
FineTunerImage Size=224, Backbone=EfficientNet-B0, LITE=false, Test-time MACS=121.02T, Test-time Steps=50FB, Test-time Time=139.99s, Parameters=4.01M2021.0778.185.9
ProtoNets + LITEImage Size=224, Backbone=ResNet-18, LITE=true, Test-time MACS=5.47T, Test-time Steps=1F, Test-time Time=1.07s, Parameters=11.18M2021.0776.786.4
Simple CNAPs + LITEImage Size=224, Backbone=ResNet-18, LITE=true, Test-time MACS=7.64T, Test-time Steps=1F, Test-time Time=2.14s, Parameters=11.97M2021.0776.586.4
CNAPS + LITEImage Size=224, Backbone=ResNet-18, LITE=true, Test-time MACS=7.64T, Test-time Steps=1F, Test-time Time=2.11s, Parameters=12.76M2021.077684.9
MAMLImage Size=224, Backbone=ResNet-18, LITE=false, Test-time MACS=163.97T, Test-time Steps=15FB, Test-time Time=65.22s, Parameters=11.18M2021.0775.786.1
FineTunerImage Size=224, Backbone=ResNet-18, LITE=false, Test-time MACS=546.57T, Test-time Steps=50FB, Test-time Time=96.23s, Parameters=11.18M2021.0772.281.9
MAMLImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=95.31T, Test-time Steps=15FB, Test-time Time=36.98s, Parameters=11.17M2021.0770.680.9
Simple CNAPSImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=3.48T, Test-time Steps=1F, Test-time Time=1.01s, Parameters=11.97M2021.0770.383
FineTunerImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=317.70T, Test-time Steps=50FB, Test-time Time=53.94s, Parameters=11.17M2021.0769.579.7
CNAPSImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=3.48T, Test-time Steps=1F, Test-time Time=0.98s, Parameters=12.75M2021.0766.279.6
ProtoNetsImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=3.18T, Test-time Steps=1F, Test-time Time=0.73s, Parameters=11.17M2021.0765.281.9