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SotA/Computer Vision/Image Retrieval

Image Retrieval

165 benchmarks2239 papers

Image Retrieval is a fundamental and long-standing computer vision task that involves finding images similar to a given query from a large database. It is often considered a form of fine-grained, instance-level classification. The task is integral to image recognition alongside classification and cross-modal retrieval. By leveraging visual similarity and other criteria, image retrieval enables users to efficiently discover relevant images, making it a crucial tool in applications such as search and recommendation.

<span class="description-source">Extending CLIP for Category-to-image Retrieval in E-commerce</span>

<span style="color:grey; opacity: 0.6">( Image credit: DELF )</span>

Benchmarks

Image Retrieval on Fashion IQ

(Recall@10+Recall@50)/2 R@10 R@50 Recall@10

Image Retrieval on CIRR

R@5 R@1 (Recall@5+Recall_subset@1)/2 R@10 Recall@10 R@50 Rsubset@1

Image Retrieval on CIRCO

mAP@10 MAP@5 mAP@50 mAP@25

Image Retrieval on ROxford (Hard)

Image Retrieval on ROxford (Medium)

Image Retrieval on RParis (Hard)

Image Retrieval on RParis (Medium)

Image Retrieval on CREPE (Compositional REPresentation Evaluation)

Recall@1 (HN-Atom, UC)Recall@1 (HN-Comp, UC)Recall@1 (HN-Atom + HN-Comp, SC)Recall@1 (HN-Atom + HN-Comp, UC)

Image Retrieval on Flickr30K 1K test

Image Retrieval on University-1652

Image Retrieval on ImageNet-R

(Recall@10+Recall@50)/2 mAP

Image Retrieval on SOP

Image Retrieval on Flickr30k-CN

Image Retrieval on ImageNet

Image Retrieval on COCO (Common Objects in Context)

Actions Recall@5 recall@1 recall@5 Recall@10 QPS

Image Retrieval on iNaturalist

R@1 R@16 R@32 R@5

Image Retrieval on COCO-CN

Image Retrieval on Flickr30k

Recall@10 Recall@5 Recall@1 Recall@Sum Image-to-text R@1 Image-to-text R@10 Image-to-text R@5 QPS

Image Retrieval on MUGE Retrieval

Mean Recall R@1 R@10 R@5

Image Retrieval on CARS196

Image Retrieval on CUB-200-2011

R@1 R@2 R@4 R@8

Image Retrieval on Chairs

Image Retrieval on GeneCIS

Image Retrieval on Handbags

Image Retrieval on In-Shop

Image Retrieval on Large Time Lags Location (LTLL)

Image Retrieval on MiniDomainNet

Image Retrieval on NICO++

Image Retrieval on AmsterTime

Image Retrieval on ConQA Conceptual

Recall@1 Recall@5 Recall@10 R-precision

Image Retrieval on ConQA Descriptive

Recall@1 Recall@5 Recall@10 R-precision

Image Retrieval on PhotoChat

R1 R@10 R@5 Sum(R@1,5,10)

Image Retrieval on DeepFashion - Consumer-to-shop

Rank-1 Rank-20 Rank-50 mAP Rank-10

Image Retrieval on DeepPatent

mean average precision

Image Retrieval on Google Landmarks Dataset v2 (retrieval, testing)

Image Retrieval on 24/7 Tokyo

Image Retrieval on Exact Street2Shop

Rank-1 Rank-10 Rank-20 mAP Rank-50

Image Retrieval on Google Landmarks Dataset v2 (retrieval, validation)

Image Retrieval on LaSCo

Image Retrieval on MSCOCO

Recall@1 Recall@10 Recall@5

Image Retrieval on AIC-ICC

Recall@1 Recall@10 Recall@5

Image Retrieval on Oxford5k

Image Retrieval on Paris6k

Image Retrieval on PatternCom

Image Retrieval on VisDial

Recall@10 on 1 rounds Recall@10 on 2 rounds Recall@10 on 3 rounds Hits@10 on 10 Round

Image Retrieval on WALT

Image Retrieval on WIT

Image Retrieval on street2shop - topwear

Image Retrieval on BreakHis

Average Precision

Image Retrieval on CBVS

Image Retrieval on CIFAR-10

Image Retrieval on COFAR

Recall@1 Recall@5

Image Retrieval on DeepFashion

Image Retrieval on FETA Car-Manuals

Image Retrieval on FashionIQ

Image Retrieval on FooDI-ML (Global)

A-R@1 A-R@10 A-R@5 Re-R@1 Re-R@10 Re-R@5

Image Retrieval on FooDI-ML (Spain)

A-R@1 A-R@10 A-R@5 Re-R@1 Re-R@10 Re-R@5

Image Retrieval on ICFG-PEDES

Image Retrieval on INSTRE

Image Retrieval on ImageCoDe

Image Retrieval on Localized Narratives

Text-to-image R@1 Text-to-image R@10 Text-to-image R@5

Image Retrieval on MovingFashion

Image Retrieval on NUS-WIDE

Image Retrieval on PKU SketchRe-ID Dataset

Image Retrieval on PKU-Reid

Image Retrieval on ROxford Medium without fine-tuning

Image Retrieval on RUC-CAS-WenLan

Recall@1 Recall@10 Recall@5

Image Retrieval on Shoes

Image Retrieval on INRIA Holidays

Image Retrieval on INRIA Holidays Dataset

Image Retrieval on Oxf105k

Image Retrieval on Oxf5k

Image Retrieval on Par106k

Image Retrieval on Par6k