Text-to-Video Retrieval on MSR-VTT (9K)
52R@1TEFAL + DSL + QB-Norm
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TEFAL + DSL + QB-NormBackbone=ViT-B/16, Modality (Audio)=true, Post-processing (DSL)=true, Post-processing (QB-Norm)=true2023.07 | 52 | 76.6 | 86.1 | 1 | 11.4 | |
| TEFAL + DSLBackbone=ViT-B/16, Modality (Audio)=true, Post-processing (DSL)=true2023.07 | 50.1 | 77 | 85.4 | 1 | 10.5 | |
| TEFALBackbone=ViT-B/16, Modality (Audio)=true2023.07 | 49.9 | 76.2 | 84.4 | 2 | 11.4 | |
| TEFALBackbone=ViT-B/32, Modality (Audio)=true2023.07 | 49.4 | 75.9 | 83.9 | 2 | 12 | |
| CenterCLIPMeM. GB=17.6, Speed ms=86.5, Backbone=ViT-B/16, Clustering=k-medoids++, Budget=B6 - 4, 1602022.05 | 48.4 | 73.8 | 82 | 2 | 13.8 | |
| OmniVLBackbone=ViT-B/16, Additional training pairs=true2023.07 | 47.8 | 74.2 | 83.8 | — | — | |
| VoP^F+CParams (M)=14.1, Backbone=ViT-B/162022.11 | 47.7 | 72.4 | 82.2 | 2 | 12 | |
| CAMOE + DSLBackbone=ViT-B/32, Post-processing (DSL)=true2023.07 | 47.3 | 74.6 | 83.8 | 2 | 11.9 | |
| VoP^F+PParams (M)=0.4, Backbone=ViT-B/162022.11 | 47.1 | 72.4 | 81.8 | 2 | 12.9 | |
| TS2-NetBackbone=ViT-B/322023.07 | 47 | 74.5 | 83.8 | 2 | 13 | |
| X-PoolBackbone=ViT-B/322023.07 | 46.9 | 72.8 | 82.2 | 2 | 14.3 | |
| VoP^FParams (M)=0.1, Backbone=ViT-B/162022.11 | 46.5 | 73 | 81.5 | 2 | 12.4 | |
| X-CLIPBackbone=ViT-B/322023.07 | 46.1 | 73 | 83.1 | 2 | 13.2 | |
| CLIP4clip (meanP)MeM. GB=25.7, Speed ms=59.6, Backbone=ViT-B/16, variant=baseline2022.05 | 45.6 | 71.2 | 80.9 | 2 | 15.2 | |
| FullParams (M)=118.1, Backbone=ViT-B/162022.11 | 44.9 | 72.2 | 81.7 | 2 | 13.5 | |
| ECLIPSE_meanPBackbone=ViT-B/32, Modality (Audio)=true2023.07 | 44.9 | 71.3 | 81.6 | 2 | 15 | |
| BridgeFormerBackbone=ViT-B/32, Additional training pairs=true2023.07 | 44.9 | 71.9 | 80.3 | 2 | 15.3 | |
| VoP^CParams (M)=14.3, Backbone=ViT-B/162022.11 | 44.6 | 71.8 | 80.2 | 2 | 14.6 | |
| CLIP4clip (seqTransf)2022.05 | 44.5 | 71.4 | 81.6 | 2 | 15.3 | |
| CenterCLIPMeM. GB=14.2, Speed ms=43.6, Backbone=ViT-B/32, Clustering=spectral, Budget=B6 - 3, 492022.05 | 44.2 | 71.6 | 82.1 | 2 | 15.1 | |
| CenterCLIPBackbone=ViT-B/322023.07 | 44.2 | 71.6 | 82.1 | 2 | 15.1 | |
| CenterCLIPMeM. GB=14.2, Speed ms=22.9, Backbone=ViT-B/32, Clustering=k-medoids++, Budget=B6 - 3, 492022.05 | 44 | 70.7 | 81.4 | 2 | 15.7 | |
| VoP^PParams (M)=0.5, Backbone=ViT-B/162022.11 | 43.9 | 70 | 80.9 | 2 | 12.9 | |
| CenterCLIPMeM. GB=15, Speed ms=22.9, Backbone=ViT-B/32, Clustering=k-medoids++, Budget=B6 - 4, 492022.05 | 43.6 | 71.4 | 81.2 | 2 | 15.3 | |
| CenterCLIPMeM. GB=14.9, Speed ms=40.8, Backbone=ViT-B/32, Clustering=spectral, Budget=B6 - 4, 492022.05 | 43.6 | 71.7 | 80.6 | 2 | 15.4 | |
| VoPParams (M)=0.1, Backbone=ViT-B/162022.11 | 43.4 | 69.1 | 80.5 | 2 | 14.2 | |
| CLIP4clip (meanP)MeM. GB=20.8, Speed ms=24.42022.05 | 43.1 | 70.4 | 80.8 | 2 | 16.2 | |
| CLIP4Clip_meanPBackbone=ViT-B/322023.07 | 43.1 | 70.4 | 80.8 | 2 | 15.3 | |
| CLIP4clip (meanP)MeM. GB=20.8, Speed ms=24.4, Backbone=ViT-B/32, variant=baseline2022.05 | 43 | 70.7 | 80.6 | 2 | 16.2 | |
| PartialParams (M)=7.7, Backbone=ViT-B/162022.11 | 43 | 69.3 | 78.5 | 2 | 15.8 | |
| BiasParams (M)=0.1, Backbone=ViT-B/162022.11 | 42.2 | 68.5 | 78.2 | 2 | 13.9 | |
| Adapter ATTNParams (M)=2.0, Backbone=ViT-B/162022.11 | 41.7 | 66.4 | 76.6 | 2 | 15.1 | |
| Adapter FFNParams (M)=2.0, Backbone=ViT-B/162022.11 | 41.4 | 66.5 | 77 | 2 | 15 | |
| ProjParams (M)=0.7, Backbone=ViT-B/162022.11 | 39.1 | 65.7 | 75.6 | 2 | 17.6 | |
| MV-GPTWith ASR=true2022.01 | 37.3 | 65.5 | 75.1 | 2 | — | |
| Ju et al.Params (M)=4.8, Backbone=ViT-B/162022.11 | 36.7 | 64.6 | 76.8 | 2 | — | |
| Bi-NCEWith ASR=true2022.01 | 33.7 | 61.6 | 73 | 3 | — | |
| MV-GPTWith ASR=false2022.01 | 33.6 | 61.2 | 73.6 | 3 | — | |
| Bi-NCEWith ASR=false2022.01 | 31.6 | 59 | 70.2 | 3 | — | |
| CLIP zero-shot2022.05 | 31.2 | 53.7 | 64.2 | 4 | — | |
| HiTWith ASR=false2022.01 | 30.7 | 60.9 | 73.2 | — | — | |
| SSBWith ASR=false2022.01 | 30.1 | 58.5 | 69.3 | 3 | — | |
| TT-CE+2022.05 | 29.6 | 61.6 | 74.2 | 3 | — | |
| T2VLAD2022.05 | 29.5 | 59 | 70.1 | 4 | — | |
| AVLnet2022.05 | 27.1 | 55.6 | 66.6 | 4 | — | |
| AVLnetWith ASR=false2022.01 | 27.1 | 55.6 | 66.6 | 4 | — | |
| MMT2022.05 | 26.6 | 57.1 | 69.6 | 4 | 24 | |
| MMTWith ASR=false2022.01 | 26.6 | 57.1 | 69.6 | 4 | — | |
| UniVLWith ASR=false2022.01 | 21.2 | 49.6 | 63.1 | 6 | — | |
| CE2022.05 | 20.9 | 48.8 | 62.4 | 6 | — | |
| HowTo100M2022.05 | 14.9 | 40.2 | 52.8 | 9 | — | |
| JSFusion2022.05 | 10.2 | 31.2 | 43.2 | 13 | — | |
| ActBERT2022.05 | 8.6 | 23.4 | 33.1 | 36 | — | |
| No PTWith ASR=true2022.01 | 5.6 | 13.3 | 18.4 | 92 | — | |
| No PTWith ASR=false2022.01 | 3.5 | 8 | 12.1 | 114 | — |