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ResearchFormerly WizWand

Point-of-no-return temporal localization on Ego4D v1 (test)

0.61ErrorEgoT2s
0.5640.87451.1851.4955Sep 27, 2022Dec 23, 2022Mar 21, 2023Jun 16, 2023Sep 12, 2023Dec 8, 2023Mar 5, 2024
Updated 8mo ago

Evaluation results

MethodLinks
EgoT2sTrained on frozen features=false2024.030.61
Temporal GraphTrained on frozen features=true2024.030.61
Task Translation+Trained on frozen features=true2024.030.61
EgoPackTrained on frozen features=true2024.030.61
Ego4D BaselinesTrained on frozen features=false2024.030.62
Multi-Task LearningTrained on frozen features=true2024.030.62
EgoT2Pre-trained on Ego4D=false, Trained on pre-extracted features=false2024.030.66
EgoPackPre-trained on Ego4D=false, Trained on pre-extracted features=true2024.030.66
EgoVLPPre-trained on Ego4D=true, Trained on pre-extracted features=false2024.030.67
I3D-ResNet-50LAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.090.739
CNN LSTMPre-trained on Ego4D=false, Trained on pre-extracted features=false2024.030.76
RepLAILAVC=true, LASTC=true, MoI=true, AVC Pretraining=true2022.090.772
RepLAI (scratch)LAVC=true, LASTC=true, MoI=true, AVC Pretraining=false2022.090.775
BMNLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.090.78
RepLAI w/o AVCLAVC=false, LASTC=true, MoI=true, AVC Pretraining=true2022.090.792
RepLAI w/o AStCLAVC=true, LASTC=false, MoI=true, AVC Pretraining=true2022.090.795
RepLAI w/o MoILAVC=true, LASTC=true, MoI=false, AVC Pretraining=true2022.090.801
AVIDLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.090.814
XDCLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.090.82
RandomLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.090.827
MLPTrained on frozen features=true2024.031.76