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ResearchFormerly WizWand

Action Recognition on UCF101 (Top-1 and Top-5 Accuracy)

87.4Top-1 AccVITO
40.28852.51964.7576.981Oct 12, 2022Apr 21, 2023Oct 30, 2023May 9, 2024Nov 16, 2024May 27, 2025Dec 5, 2025
Updated 7mo ago

Evaluation results

MethodLinks
VITOPretraining=Video pretraining, Pretraining Dataset=VideoNet2022.1087.4—
BYOLPretraining=Standard image pretraining, Pretraining Dataset=ImageNet2022.1085.6—
MOCLRPretraining=Standard image pretraining, Pretraining Dataset=ImageNet2022.1085.5—
DINOPretraining=Standard image pretraining, Pretraining Dataset=ImageNet2022.1085.4—
L2-RobustPretraining=Robust image pretraining, Pretraining Dataset=ImageNet2022.1083.7—
SupervisedPretraining=Supervised, Pretraining Dataset=ImageNet2022.1083.4—
Stylized-INPretraining=Robust image pretraining, Pretraining Dataset=SIN+IN2022.1083.3—
CycleConPretraining=Video pretraining, Pretraining Dataset=R2V22022.1082.8—
SVFormer-stmodel=SVFormer-st, pretrain weight acc=82.92025.1280.2—
ReSpikemodel=Hybird (SNN+ANN), pretrain weight acc=73.22025.1277.593.9
PredNextSimSiampre-train=ucf101, Initial weights=ImageNet2025.0972.2491.81
PredNextSimSiampre-train=miniKinetics, Initial weights=ImageNet2025.0971.6692.07
SimSiampre-train=ucf101, Initial weights=ImageNet2025.0970.3291.56
SupervisedInitial weights=ImageNet + miniKinetics init2025.0970.0291.62
STSepmodel=SEW ResNet 18, pretrain weight acc=63.22025.1269.590.7
SimSiampre-train=miniKinetics, Initial weights=ImageNet2025.0968.791.91
SupervisedInitial weights=ImageNet init2025.0964.4287.36
VLM-RLAIFLLM Size=7B, Zero-shot=true2024.0262.8385.86
PredNextBarlowTwinspre-train=miniKinetics2025.0962.7588.66
PredNextBYOLpre-train=miniKinetics2025.0962.0188.26
PredNextSimCLRpre-train=miniKinetics2025.0961.0687.21
PredNextBarlowTwinspre-train=ucf1012025.0959.7684.85
PredNextSimCLRpre-train=ucf1012025.0959.4785.28
BYOLpre-train=miniKinetics2025.0959.2786.23
SimCLRpre-train=miniKinetics2025.0959.0385.96
PredNextBYOLpre-train=ucf1012025.0958.5883.82
BarlowTwinspre-train=miniKinetics2025.0958.0485.83
SimCLRpre-train=ucf1012025.0957.0483.82
LLaMA-VIDLLM Size=7B, Zero-shot=true, Reproduced=true2024.0256.5882.79
BYOLpre-train=ucf1012025.0956.4183.18
BarlowTwinspre-train=ucf1012025.0956.1584.25
PredNextMoCopre-train=ucf1012025.0954.9882.87
PredNextSimSiampre-train=ucf1012025.0954.9382.77
VLM-SFTLLM Size=7B, Zero-shot=true2024.0253.0380.34
CVRLpre-train=ucf101, Base=SimSiam-based2025.0952.8182.15
Video-LLaVALLM Size=7B, Zero-shot=true2024.0252.3380.86
ρSimSiampre-train=ucf101, ρ=12025.0952.0581.75
PredNextMoCopre-train=miniKinetics2025.0951.679.65
Video-ChatGPTLLM Size=7B, Zero-shot=true2024.0251.4979.25
SimSiampre-train=ucf1012025.0950.8181.07
PredNextSimSiampre-train=miniKinetics2025.0950.6579.01
MoCopre-train=ucf1012025.0949.779.7
STSepmodel=SEW ResNet 182025.1248.574.7
MoCopre-train=miniKinetics2025.0945.6376.55
SupervisedInitial weights=random init2025.0944.0770.84
SimSiampre-train=miniKinetics2025.0943.7774.89
Vanilla+TSNmodel=SEW ResNet 182025.1243.370.8
STS ResNetmodel=STS ResNet2025.1242.1—