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ResearchFormerly WizWand

Video Classification on UCF101

93.7AccuracyRSPNet
-2.775622.2709547.317572.36405Mar 29, 2021Oct 17, 2021May 7, 2022Nov 25, 2022Jun 15, 2023Jan 3, 2024Jul 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
RSPNetBackbone=S3D-G, Extra data=K4002022.1193.7
EVERESTBackbone=ViT-B, Extra data=None2022.1193.4
ρBYOLρ=2Backbone=SR50, Extra data=K4002022.1192.7
VideoMAEBackbone=ViT-B, Extra data=None2022.1191.3
ρMoCoρ=2Backbone=SR50, Extra data=K4002022.1191
Vi² CLRBackbone=S3D, Extra data=K4002022.1189.1
CoCLRBackbone=S3D-G, Extra data=K4002022.1187.9
ρSwAVρ=2Backbone=SR50, Extra data=K4002022.1187.3
Vi² CLRBackbone=S3D, Extra data=UCF1012022.1182.8
CoCLRBackbone=S3D-G, Extra data=UCF1012022.1181.4
xCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1081.1
nCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1079.9
CLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.1078.9
CLIP (reported)Pre-training Data=WIT-400M, Backbone=ViT-L/14, Evaluation Protocol=Zero-shot classification2024.0776.2
CLIPPre-training Data=WIT-400M, Backbone=ViT-L/14, Evaluation Protocol=Zero-shot classification2024.0776.1
MLCDPre-training Data=LAION-400M, Backbone=ViT-L/14, Evaluation Protocol=Zero-shot classification2024.0775.7
FLIPPre-training Data=LAION-400M, Backbone=ViT-L/14, Evaluation Protocol=Zero-shot classification2024.0774.1
VCOPBackbone=R(2+1)D, Extra data=UCF1012022.1172.4
OpenCLIPPre-training Data=LAION-400M, Backbone=ViT-L/14, Evaluation Protocol=Zero-shot classification2024.0771.3
I3D_RGB+FlowBackbone=3D Inception2021.030.98
BQNBackbone=TSM R502021.030.976
TEABackbone=R502021.030.969
PAN_FullBackbone=TSM R502021.030.965
STMBackbone=R502021.030.962
TSMBackbone=R502021.030.959
DI Four-StreamBackbone=ResNeXt1012021.030.955
TVNetBackbone=BNInception2021.030.945
TSN_RGB+FlowBackbone=BNInception2021.030.94
StNetBackbone=R502021.030.935