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ResearchFormerly WizWand

Text-to-Image Retrieval on COCO 1K (test)

73.4R@1Ours†
51.14456.92262.768.478Nov 30, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Ours†Backbone=ResNeXt-101 + BERT, CA (Cross-Attention)=false, Ensemble=true2022.1173.494.597.8549.9
VSE∞†Backbone=ResNeXt-101 + BERT, CA (Cross-Attention)=false, Ensemble=true2022.1173.194.397.7548.1
OursBackbone=ResNeXt-101 + BERT, CA (Cross-Attention)=false, Ensemble=false2022.1172.49497.6547.5
VSE∞Backbone=ResNeXt-101 + BERT, CA (Cross-Attention)=false, Ensemble=false2022.117293.997.5545.4
Ours†Backbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=false, Ensemble=true2022.1164.791.496.2528
NAAFBackbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=true, Ensemble=true2022.1164.190.796.5527.2
OursBackbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=false, Ensemble=false2022.1163.690.795.7524.6
SGRAFBackbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=true, Ensemble=true2022.1163.290.796.1524.3
VSRNBackbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=false, Ensemble=true2022.1162.889.795.1516.8
IMRAMBackbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=true, Ensemble=true2022.1161.789.195516.6
VSE∞Backbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=false, Ensemble=false2022.1161.790.395.6520.8
CAANBackbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=true, Ensemble=false2022.1161.389.795.2515.6
SCANBackbone=Faster R-CNN + Bi-GRU, CA (Cross-Attention)=true, Ensemble=true2022.1158.888.494.8507.9
OursBackbone=ResNet-152 + Bi-GRU, CA (Cross-Attention)=false, Ensemble=false2022.115685.893.3493.2
PVSEBackbone=ResNet-152 + Bi-GRU, CA (Cross-Attention)=false, Ensemble=false2022.1155.286.593.7492.8
PCMEBackbone=ResNet-152 + Bi-GRU, CA (Cross-Attention)=false, Ensemble=false2022.1154.6———
VSE++Backbone=ResNet-152 + Bi-GRU, CA (Cross-Attention)=false, Ensemble=false2022.115284.392478.6