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ResearchFormerly WizWand

Generalized Low-shot Classification on ImageNet Combined SEEN and UNSEEN

83.9Top-5 AccuracyFEAT
60.566.57572.6578.725Dec 10, 2018
Updated 8mo ago

Evaluation results

MethodLinks
FEATBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Standard2018.1283.9
FEATBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Calibrated with Prior2018.1283.4
PMNBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Standard2018.1283.3
PMNBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Calibrated with Prior2018.1282.7
FEATBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Standard2018.1282.1
PMNBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Standard2018.1281.7
FEATBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Calibrated with Prior2018.1281.3
ProtoNetBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Standard2018.1281.1
PMNBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Calibrated with Prior2018.1280.9
ProtoNetBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Calibrated with Prior2018.1280.8
ProtoNetBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Standard2018.1280
ProtoNetBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Calibrated with Prior2018.1279.5
FEATBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Standard2018.1279.3
PMNBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Standard2018.1278.8
FEATBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Calibrated with Prior2018.1278.1
ProtoNetBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Standard2018.1278
PMNBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Calibrated with Prior2018.1277.9
ProtoNetBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Calibrated with Prior2018.1277.1
FEATBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Standard2018.1272.5
PMNBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Standard2018.1272.1
ProtoNetBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Standard2018.1271.4
FEATBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Calibrated with Prior2018.1271.2
PMNBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Calibrated with Prior2018.1270.8
ProtoNetBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Calibrated with Prior2018.1270.5
FEATBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Standard2018.1265.1
PMNBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Standard2018.1264.8
FEATBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Calibrated with Prior2018.1263.8
PMNBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Calibrated with Prior2018.1263.4
ProtoNetBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Calibrated with Prior2018.1262.9
ProtoNetBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Standard2018.1261.4