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ResearchFormerly WizWand

Text-Video Retrieval on MSRVTT

45RankVATT + Both
40.9268.4696123.54Nov 3, 2022
Updated 8mo ago

Evaluation results

MethodLinks
VATT + BothPre-training Dataset=HT100M + AudioSet + YT8M, Cross-Modality Gradient Realignment (GR)=true, Gradient-based Curriculum Learning (CL)=true2022.114529.1
VATT + RW (VT)Pre-training Dataset=HT100M + AudioSet + YT8M, Gradient Re-weighting (RW)=Video-Text2022.1148.527.7
VATT + CLPre-training Dataset=HT100M + AudioSet + YT8M, Gradient-based Curriculum Learning (CL)=true2022.1148.528.7
VATT + BothPre-training Dataset=HT100M, Cross-Modality Gradient Realignment (GR)=true, Gradient-based Curriculum Learning (CL)=true2022.115424.5
VATT + CLPre-training Dataset=HT100M, Gradient-based Curriculum Learning (CL)=true2022.115623.9
VATTPre-training Dataset=HT100M + AudioSet + YT8M2022.115626.9
VATT + GRPre-training Dataset=HT100M + AudioSet + YT8M, Cross-Modality Gradient Realignment (GR)=true2022.116027.2
VATT + RW (VT)Pre-training Dataset=HT100M, Gradient Re-weighting (RW)=Video-Text2022.1162.518.02
VATT + CLPre-training Dataset=HT100M + AudioSet, Gradient-based Curriculum Learning (CL)=true2022.1165.520.97
VATTPre-training Dataset=HT100M + AudioSet2022.116723.6
VATT + GRPre-training Dataset=HT100M, Cross-Modality Gradient Realignment (GR)=true2022.116819.2
VATT + BothPre-training Dataset=HT100M + AudioSet, Cross-Modality Gradient Realignment (GR)=true, Gradient-based Curriculum Learning (CL)=true2022.1169.519.96
VATT + GRPre-training Dataset=HT100M + AudioSet, Cross-Modality Gradient Realignment (GR)=true2022.117021.4
VATTPre-training Dataset=HT100M2022.117316.7
VATT + RW (VA)Pre-training Dataset=HT100M + AudioSet + YT8M, Gradient Re-weighting (RW)=Video-Audio2022.1175.519.7
VATT + RW (VA)Pre-training Dataset=HT100M, Gradient Re-weighting (RW)=Video-Audio2022.11100.213.56
VATT + RW (VT)Pre-training Dataset=HT100M + AudioSet, Gradient Re-weighting (RW)=Video-Text2022.1112015.2
VATT + RW (VA)Pre-training Dataset=HT100M + AudioSet, Gradient Re-weighting (RW)=Video-Audio2022.1114712.3