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ResearchFormerly WizWand

Video Action Recognition on UCF101 (test)

92.1Top-1 AccCVRL
37.55251.713565.87580.0365Aug 19, 2021May 9, 2022Jan 27, 2023Oct 17, 2023Jul 6, 2024Mar 26, 2025Dec 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CVRLBackbone=R3D, Resolution=224, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0892.1
MCNBackbone=R3D, Resolution=128, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0889.7
MCNBackbone=R(2+1)D, Resolution=128, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0889.2
CoCLRBackbone=S3D, Resolution=128, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0887.9
AWTEvaluation Protocol=EP1, Zero-shot=true2024.0785.4
AWTEvaluation Protocol=EP2, Zero-shot=true2024.0785.2
FROSTEREvaluation Protocol=EP1, Zero-shot=true2024.0785
FROSTEREvaluation Protocol=EP2, Zero-shot=true2024.0784.8
Open-VCLIPEvaluation Protocol=EP1, Zero-shot=true2024.0783.5
Open-VCLIPEvaluation Protocol=EP2, Zero-shot=true2024.0783.4
SpeedNetBackbone=S3D-G, Resolution=224, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0881.1
AdaptFormerEvaluation Protocol=EP1, Zero-shot=true2024.0780.5
AdaptFormerEvaluation Protocol=EP2, Zero-shot=true2024.0780.3
Text4VisEvaluation Protocol=EP1, Zero-shot=true2024.0779.6
AIMEvaluation Protocol=EP2, Zero-shot=true2024.0779.4
AIMEvaluation Protocol=EP1, Zero-shot=true2024.0779
ST-AdapterEvaluation Protocol=EP1, Zero-shot=true2024.0777.9
ST-AdapterEvaluation Protocol=EP2, Zero-shot=true2024.0777.6
ActionCLIPEvaluation Protocol=EP2, Zero-shot=true2024.0777.5
ActionCLIPEvaluation Protocol=EP1, Zero-shot=true2024.0777.4
ViFi-CLIPEvaluation Protocol=EP2, Zero-shot=true2024.0776.8
PPBackbone=R(2+1)D, Resolution=112, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0875.9
DPCBackbone=R2D-3D, Resolution=128, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0875.7
Vita-CLIPEvaluation Protocol=EP2, Zero-shot=true2024.0775
MCNEvaluation Protocol=Linear probe, Backbone=R3D-182021.0873.1
MCNEvaluation Protocol=Linear probe, Backbone=R(2+1)D2021.0872.4
X-CLIPEvaluation Protocol=EP2, Zero-shot=true2024.0772
Raw dataBackbone=SDANet2025.1271.98
StegaVARStego Method=LF-VSN2025.1271.66
StegaVARStego Method=Weng2025.1270.32
CoCLREvaluation Protocol=Linear probe2021.0870.2
StegaVARStego Method=HiNet2025.1270.08
Ju et al.Evaluation Protocol=EP2, Zero-shot=true2024.0769.3
ST-PuzzleBackbone=R3D, Resolution=224, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0863.9
3D-RotNetBackbone=R3D, Resolution=112, Pre-training=Kinetics-400, Evaluation Protocol=Fine-tuning2021.0862.9
BPAP2025.1262.11
VITA2025.1262.1
SPAct2025.1262.03
Noise-Features2025.1261.9
Obf-WeakBlur2025.1261.52
Obf-StrongBlur2025.1255.59
DownsampleScale=2x2025.1254.11
MemDPCEvaluation Protocol=Linear probe2021.0854.1
CBTEvaluation Protocol=Linear probe2021.0854
Obf-Blackening2025.1253.13
DownsampleScale=4x2025.1239.65