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ResearchFormerly WizWand

Video Action Recognition on HMDB51 (Accuracy)

74.5AccuracyHR2G-shot
20.00434.15248.362.448Aug 19, 2021Mar 29, 2022Nov 6, 2022Jun 17, 2023Jan 25, 2024Sep 3, 2024Apr 14, 2025
Updated 5mo ago

Evaluation results

MethodLinks
HR2G-shotBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.0474.5
CLIP-FSARBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.0472.5
MVP-shotBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.0472.5
MCNBackbone=R3D, Resolution=128, Pre-trained=UCF101, Fine-tuning=true2021.0854.8
MCNBackbone=R(2+1)D, Resolution=128, Pre-trained=UCF101, Fine-tuning=true2021.0854.5
CoCLRBackbone=S3D, Resolution=128, Pre-trained=UCF101, Fine-tuning=true2021.0852.1
IICBackbone=R3D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.0838.3
PPBackbone=R(2+1)D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.0835.9
PRPBackbone=R(2+1)D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.0835
MarsBackbone=C3D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.0832.6
VCPBackbone=R(2+1)D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.0832.2
ST-puzzleBackbone=R3D, Resolution=224, Pre-trained=UCF101, Fine-tuning=true2021.0831.3
VCOPBackbone=R(2+1)D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.0830.9
CMCBackbone=CaffeNet, Resolution=128, Pre-trained=UCF101, Fine-tuning=true2021.0826.7
JigsawBackbone=UCF101, Resolution=225, Pre-trained=UCF101, Fine-tuning=true2021.0822.5
OPNBackbone=VGG, Resolution=227, Pre-trained=UCF101, Fine-tuning=true2021.0822.1