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ResearchFormerly WizWand

State change classification on Ego4D v1 (test)

75AccuracyEgoT2 (EgoVLP)
-2.4498417.6573337.764557.87167Sep 27, 2022Dec 23, 2022Mar 21, 2023Jun 16, 2023Sep 12, 2023Dec 8, 2023Mar 5, 2024
Updated 8mo ago

Evaluation results

MethodLinks
EgoT2 (EgoVLP)Pre-trained on Ego4D=false, Trained on pre-extracted features=false2024.0375
EgoVLPPre-trained on Ego4D=true, Trained on pre-extracted features=false2024.0374
EgoT2sTrained on frozen features=false2024.0372.69
EgoPack (SlowFast)Pre-trained on Ego4D=false, Trained on pre-extracted features=true2024.0372.1
EgoPackTrained on frozen features=true2024.0371.83
Task Translation+Trained on frozen features=true2024.0371.48
Temporal GraphTrained on frozen features=true2024.0371.26
Multi-Task LearningTrained on frozen features=true2024.0371.1
EgoT2 (I3D)Pre-trained on Ego4D=false, Trained on pre-extracted features=false2024.0371
MLPTrained on frozen features=true2024.0370.47
I3D-ResNet-502022.0968.7
Ego4D BaselinesTrained on frozen features=false2024.0368.22
I3D RN-50Pre-trained on Ego4D=false, Trained on pre-extracted features=false2024.0367.6
RepLAILAVC=true, LASTC=true, MoI=true, AVC Pretraining=true2022.0966.3
RepLAI (scratch)LAVC=true, LASTC=true, MoI=true, AVC Pretraining=false2022.0966.2
RepLAI w/o AVCLAVC=false, LASTC=true, MoI=true, AVC Pretraining=true2022.0964
RepLAI w/o AStCLAVC=true, LASTC=false, MoI=true, AVC Pretraining=true2022.0963.6
RepLAI w/o MoILAVC=true, LASTC=true, MoI=false, AVC Pretraining=true2022.0962.9
AVIDLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.0961.11
XDCLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.0958.9
RandomLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.0951.8
RepLAILAVC=true, LASTC=true, MoI=true, AVC Pretraining=true2022.090.668
RepLAI (scratch)LAVC=true, LASTC=true, MoI=true, AVC Pretraining=false2022.090.663
RepLAI w/o AVCLAVC=false, LASTC=true, MoI=true, AVC Pretraining=true2022.090.646
RepLAI w/o AStCLAVC=true, LASTC=false, MoI=true, AVC Pretraining=true2022.090.644
RepLAI w/o MoILAVC=true, LASTC=true, MoI=false, AVC Pretraining=true2022.090.641
AVIDLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.090.613
XDCLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.090.577
RandomLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.090.529