Image Retrieval

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.

Extending CLIP for Category-to-image Retrieval in E-commerce

( Image credit: DELF )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1176–1200 of 2239 papers

Title	Date	Tasks	Status	Hype
On the Exploration of Incremental Learning for Fine-grained Image Retrieval	Oct 15, 2020	Image RetrievalIncremental Learning	CodeCode Available	1
Self-Supervised Ranking for Representation Learning	Oct 14, 2020	ClusteringContrastive Learning	—Unverified	0
Hierarchical Gumbel Attention Network for Text-based Person Search	Oct 10, 2020	Image RetrievalImage to text	—Unverified	0
comp-syn: Perceptually Grounded Word Embeddings with Color	Oct 8, 2020	Image RetrievalWord Embeddings	CodeCode Available	1
DML-GANR: Deep Metric Learning With Generative Adversarial Network Regularization for High Spatial Resolution Remote Sensing Image Retrieval	Oct 7, 2020	Generative Adversarial NetworkImage Retrieval	—Unverified	0
Learning to Represent Image and Text with Denotation Graph	Oct 6, 2020	AttributeImage Retrieval	—Unverified	0
Descriptive analysis of computational methods for automating mammograms with practical applications	Oct 6, 2020	Content-Based Image RetrievalDescriptive	—Unverified	0
Supporting large-scale image recognition with out-of-domain samples	Oct 4, 2020	Image ClassificationImage Retrieval	CodeCode Available	1
Multi-Modal Retrieval using Graph Neural Networks	Oct 4, 2020	Image RetrievalRe-Ranking	—Unverified	0
Semantics-Guided Clustering with Deep Progressive Learning for Semi-Supervised Person Re-identification	Oct 2, 2020	ClusteringImage Retrieval	—Unverified	0
Completion of Missing Labels for Multi-Label Annotation by a Unified Graph Laplacian Regularization	Oct 1, 2020	Image RetrievalMissing Labels	—Unverified	0
MLRSNet: A Multi-label High Spatial Resolution Remote Sensing Dataset for Semantic Scene Understanding	Oct 1, 2020	Deep Learningimage-classification	CodeCode Available	1
DASGIL: Domain Adaptation for Semantic and Geometric-aware Image-based Localization	Oct 1, 2020	Autonomous DrivingDomain Adaptation	CodeCode Available	1
SIR: Similar Image Retrieval for Product Search in E-Commerce	Sep 29, 2020	Image RetrievalRetrieval	—Unverified	0
Reducing Class Collapse in Metric Learning with Easy Positive Sampling	Sep 28, 2020	Image RetrievalMetric Learning	—Unverified	0
A BFS-Tree of Ranking References for Unsupervised Manifold Learning	Sep 24, 2020	BenchmarkingImage Retrieval	CodeCode Available	1
Leveraging Local and Global Descriptors in Parallel to Search Correspondences for Visual Localization	Sep 23, 2020	BinarizationImage Retrieval	—Unverified	0
Multi-Modal Reasoning Graph for Scene-Text Based Fine-Grained Image Classification and Retrieval	Sep 21, 2020	Fine-Grained Image ClassificationGeneral Classification	CodeCode Available	1
Can You Spot the Chameleon? Adversarially Camouflaging Images from Co-Salient Object Detection	Sep 19, 2020	Adversarial AttackCo-Salient Object Detection	CodeCode Available	1
City-Scale Visual Place Recognition with Deep Local Features Based on Multi-Scale Ordered VLAD Pooling	Sep 19, 2020	Content-Based Image RetrievalImage Retrieval	CodeCode Available	0
Image Retrieval for Structure-from-Motion via Graph Convolutional Network	Sep 17, 2020	Binary ClassificationImage Retrieval	—Unverified	0
Weakly-Supervised Online Hashing	Sep 16, 2020	Image RetrievalRetrieval	—Unverified	0
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual Localization	Sep 16, 2020	Autonomous DrivingContrastive Learning	CodeCode Available	1
SAC: Semantic Attention Composition for Text-Conditioned Image Retrieval	Sep 3, 2020	Image RetrievalNavigate	—Unverified	0
Tasks Integrated Networks: Joint Detection and Retrieval for Image Search	Sep 3, 2020	Image RetrievalPhilosophy	—Unverified	0

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All datasets ROxford (Hard)ROxford (Medium)RParis (Hard)RParis (Medium)CREPE (Compositional REPresentation Evaluation)Fashion IQ Flickr30K 1K test CIRR SOP Flickr30k-CN Oxf5k Flickr30k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SuperGlobal	mAP	80.2	—	Unverified
2	AMES	mAP	80	—	Unverified
3	Hypergraph propagation+community selection	mAP	73	—	Unverified
4	Token	mAP	66.57	—	Unverified
5	DELG+ α QE reranking+ RRT reranking	mAP	64	—	Unverified
6	FIRe	mAP	61.2	—	Unverified
7	HOW	mAP	56.9	—	Unverified
8	ResNet101+ArcFace GLDv2-train-clean	mAP	51.6	—	Unverified
9	DELF–HQE+SP	mAP	50.3	—	Unverified
10	HesAff–rSIFT–HQE+SP	mAP	49.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AMES	mAP	90.7	—	Unverified
2	Hypergraph propagation+Community selection	mAP	88.4	—	Unverified
3	Token	mAP	82.28	—	Unverified
4	FIRe	mAP	81.8	—	Unverified
5	DELG+ α QE reranking + RRT reranking	mAP	80.4	—	Unverified
6	HOW	mAP	79.4	—	Unverified
7	ResNet101+ArcFace GLDv2-train-clean	mAP	74.2	—	Unverified
8	DELF–HQE+SP	mAP	73.4	—	Unverified
9	HesAff–rSIFT–HQE+SP	mAP	71.3	—	Unverified
10	DELF–ASMK*+SP	mAP	67.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AMES	mAP	89.7	—	Unverified
2	SuperGlobal	mAP	86.7	—	Unverified
3	Hypergraph propagation	mAP	83.3	—	Unverified
4	Token	mAP	78.56	—	Unverified
5	DELG+ α QE reranking + RRT reranking	mAP	77.7	—	Unverified
6	ResNet101+ArcFace GLDv2-train-clean	mAP	70.3	—	Unverified
7	FIRe	mAP	70	—	Unverified
8	DELF–HQE+SP	mAP	69.3	—	Unverified
9	HOW	mAP	62.4	—	Unverified
10	R–R-MAC	mAP	59.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AMES	mAP	94.9	—	Unverified
2	Hypergraph propagation	mAP	92.6	—	Unverified
3	Token	mAP	89.34	—	Unverified
4	DELG+ α QE reranking + RRT reranking	mAP	88.5	—	Unverified
5	FIRe	mAP	85.3	—	Unverified
6	ResNet101+ArcFace GLDv2-train-clean	mAP	84.9	—	Unverified
7	DELF–HQE+SP	mAP	84	—	Unverified
8	HOW	mAP	81.6	—	Unverified
9	R–R-MAC	mAP	78.9	—	Unverified
10	R–GeM	mAP	77.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Swin-T (MosaiCLIP, CC-12M)	Recall@1 (HN-Atom, UC)	44.5	—	Unverified
2	RN-50 (MosaiCLIP, CC-12M)	Recall@1 (HN-Atom, UC)	44.4	—	Unverified
3	MosaiCLIP (YFCC-FT)	Recall@1 (HN-Atom, UC)	41.5	—	Unverified
4	RN-50 (NegCLIP, CC-12M)	Recall@1 (HN-Atom, UC)	41.4	—	Unverified
5	MosaiCLIP (CC-FT)	Recall@1 (HN-Atom, UC)	40.9	—	Unverified
6	Swin-T (NegCLIP, CC-12M)	Recall@1 (HN-Atom, UC)	39.6	—	Unverified
7	CLIP (YFCC-FT)	Recall@1 (HN-Atom, UC)	39.5	—	Unverified
8	ViT-L-14 (LAION400M)	Recall@1 (HN-Atom + HN-Comp, SC)	39.44	—	Unverified
9	NegCLIP (YFCC-FT)	Recall@1 (HN-Atom, UC)	39	—	Unverified
10	CLIP-FT (YFCC-FT)	Recall@1 (HN-Atom, UC)	38.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DQU-CIR	(Recall@10+Recall@50)/2	71.77	—	Unverified
2	TMCIR	(Recall@10+Recall@50)/2	66.56	—	Unverified
3	SPN4CIR (SPRC)	(Recall@10+Recall@50)/2	66.41	—	Unverified
4	SPRC	(Recall@10+Recall@50)/2	64.85	—	Unverified
5	Candidate Set Re-ranking	(Recall@10+Recall@50)/2	62.15	—	Unverified
6	RUTIR (BLIP B/16)	(Recall@10+Recall@50)/2	61.32	—	Unverified
7	CASE	(Recall@10+Recall@50)/2	59.73	—	Unverified
8	CaLa	(Recall@10+Recall@50)/2	57.96	—	Unverified
9	BLIP4CIR+Bi	(Recall@10+Recall@50)/2	55.4	—	Unverified
10	CLIP4Cir (v3)	(Recall@10+Recall@50)/2	55.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	X-VLM (base)	R@1	86.9	—	Unverified
2	RCAR	R@1	62.6	—	Unverified
3	SGRAF	R@1	58.5	—	Unverified
4	LGSGM	R@1	57.4	—	Unverified
5	VisualSparta	R@1	57.4	—	Unverified
6	TERAN MrSw	R@1	56.5	—	Unverified
7	TERAN Symm.	R@1	55.7	—	Unverified
8	VSRN	R@1	54.7	—	Unverified
9	CAMP	R@1	51.5	—	Unverified
10	SCAN i-t	R@1	44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TMCIR	(Recall@5+Recall_subset@1)/2	83.46	—	Unverified
2	SPN4CIR (SPRC)	(Recall@5+Recall_subset@1)/2	82.69	—	Unverified
3	SPRC2	(Recall@5+Recall_subset@1)/2	82.66	—	Unverified
4	SPRC	(Recall@5+Recall_subset@1)/2	81.39	—	Unverified
5	Candidate Set Re-ranking	(Recall@5+Recall_subset@1)/2	80.9	—	Unverified
6	CaLa	(Recall@5+Recall_subset@1)/2	78.74	—	Unverified
7	CASE (Pre-trained on LaSCo.Ca)	(Recall@5+Recall_subset@1)/2	78.25	—	Unverified
8	CASE	(Recall@5+Recall_subset@1)/2	77.5	—	Unverified
9	VISTA (base)	(Recall@5+Recall_subset@1)/2	75.9	—	Unverified
10	MMRet-MLLM	(Recall@5+Recall_subset@1)/2	75.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Unicom+ViT-L@336px	R@1	91.2	—	Unverified
2	ROADMAP (DeiT-B)	R@1	86	—	Unverified
3	CGD (SG/GS)	R@1	84.2	—	Unverified
4	ROADMAP (ResNet-50)	R@1	83.1	—	Unverified
5	ProxyNCA++	R@1	81.4	—	Unverified
6	PNP Loss	R@1	81.1	—	Unverified
7	Cross-Batch Memory	R@1	80.6	—	Unverified
8	Smooth-AP	R@1	80.1	—	Unverified
9	NormSoftmax2048 (ResNet-50)	R@1	79.5	—	Unverified
10	EPSHN512	R@1	78.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InternVL-G-FT	R@1	85.9	—	Unverified
2	InternVL-C-FT	R@1	85.2	—	Unverified
3	CN-CLIP (ViT-L/14@336px)	R@1	84.4	—	Unverified
4	R2D2 (ViT-L/14)	R@1	84.4	—	Unverified
5	CN-CLIP (ViT-H/14)	R@1	83.8	—	Unverified
6	CN-CLIP (ViT-L/14)	R@1	82.7	—	Unverified
7	CN-CLIP (ViT-B/16)	R@1	79.1	—	Unverified
8	R2D2 (ViT-B)	R@1	78.3	—	Unverified
9	Wukong (ViT-L/14)	R@1	77.4	—	Unverified
10	Wukong (ViT-B/32)	R@1	67.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Offline Diffusion	MAP	96.2	—	Unverified
2	CNN+IME layer	MAP	92	—	Unverified
3	DELF+FT+ATT+DIR+QE	MAP	90	—	Unverified
4	DIR+QE*	MAP	89	—	Unverified