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ResearchFormerly WizWand

Image Classification on ImageNet-100 1.0 (val)

86.26Top-1 AccSupervised
63.983269.766675.5581.3334Oct 27, 2021Jan 1, 2022Mar 9, 2022May 15, 2022Jul 20, 2022Sep 25, 2022Dec 1, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Supervised2021.1086.26
InfoMin2021.1082.74
MoCo-v2 + Patch-basedalpha=2, training setting=IFM setting2021.1081.49
MoCo-v2 + IFMepsilon=0.1, training setting=IFM setting2021.1081.22
MoCo-v2 + IFMepsilon=0.2, training setting=IFM setting2021.1081.02
MoCo-v2 + IFMepsilon=0.05, training setting=IFM setting2021.1080.86
MoCo-v2training setting=IFM setting, memory bank size (k)=163842021.1080
MoCo-v2 + Patch-basedmemory bank size (k)=8192, alpha=22021.1079.54
MoCo-v2 + Patch-basedmemory bank size (k)=16384, alpha=22021.1079.35
CMC2021.1079.34
HCLPre-train dataset=OpenImages, Bbox type=Ground Truth (GT), Linear evaluation=true2022.1279.08
BYOL + Patch-basedalpha=0.052021.1078.81
BYOL2021.1078.76
HCLPre-train dataset=OpenImages, Bbox type=Selective Search (SS), Linear evaluation=true2022.1278.14
MoCo-v2memory bank size (k)=163842021.1077.88
MoCo-v2 + Texture-basedmemory bank size (k)=16384, alpha=22021.1077.76
MoCo-v2memory bank size (k)=81922021.1077.73
MoCo-v2 + bboxPre-train dataset=OpenImages, Bbox type=Ground Truth (GT), Linear evaluation=true2022.1277.36
HCLPre-train dataset=COCO, Bbox type=Ground Truth (GT), Linear evaluation=true2022.1276.74
MoCo-v2 + bboxPre-train dataset=COCO, Bbox type=Ground Truth (GT), Linear evaluation=true2022.1276.22
MoCo-v2 + Patch-basedmemory bank size (k)=16384, alpha=32021.1075.58
MoCo-v2 + bboxPre-train dataset=OpenImages, Bbox type=Selective Search (SS), Linear evaluation=true2022.1275.33
HCLPre-train dataset=COCO, Bbox type=Selective Search (SS), Linear evaluation=true2022.1275.16
MoCo-v2 + bboxPre-train dataset=COCO, Bbox type=Selective Search (SS), Linear evaluation=true2022.1273.84
MoCo-v2Pre-train dataset=OpenImages, Bbox type=Random crops, Linear evaluation=true2022.1272.8
InsDis2021.1068.52
MoCo-v2Pre-train dataset=COCO, Bbox type=Random crops, Linear evaluation=true2022.1264.84