SOTAVerified

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

Showing 12511300 of 2239 papers

TitleStatusHype
Region-Based Image Retrieval Revisited0
Region Convolutional Features for Multi-Label Remote Sensing Image Retrieval0
Regularizing Deep Hashing Networks Using GAN Generated Fake Images0
Reinforcement Learning from Diffusion Feedback: Q* for Image Search0
Reinforcing Short-Length Hashing0
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval0
Relative Entropy Regularised TDLAS Tomography for Robust Temperature Imaging0
Relative Order Analysis and Optimization for Unsupervised Deep Metric Learning0
Relative Parts: Distinctive Parts for Learning Relative Attributes0
Relaxation-Free Deep Hashing via Policy Gradient0
Reliable and Efficient Evaluation of Adversarial Robustness for Deep Hashing-Based Retrieval0
REMAP: Multi-layer entropy-guided pooling of dense CNN features for image retrieval0
RenderNet: Visual Relocalization Using Virtual Viewpoints in Large-Scale Indoor Environments0
Representation Synthesis by Probabilistic Many-Valued Logic Operation in Self-Supervised Learning0
Representing pictures with emotions0
Representing Topics Using Images0
Re-ranking for image retrieval and transductive few-shot classification0
Re-Ranking via Metric Fusion for Object Retrieval and Person Re-Identification0
Rescuing Deep Hashing from Dead Bits Problem0
Research on the Multiple Feature Fusion Image Retrieval Algorithm based on Texture Feature and Rough Set Theory0
Rethinking Sparse Lexical Representations for Image Retrieval in the Age of Rising Multi-Modal Large Language Models0
Retrieval and Localization with Observation Constraints0
RetrievalGuard: Provably Robust 1-Nearest Neighbor Image Retrieval0
Retrieving Similar X-Ray Images from Big Image Data Using Radon Barcodes with Single Projections0
Revisiting Kernelized Locality-Sensitive Hashing for Improved Large-Scale Image Retrieval0
Revisiting Medical Image Retrieval via Knowledge Consolidation0
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking0
Revisiting Relevance Feedback for CLIP-based Interactive Image Retrieval0
Revisiting Visual Grounding0
Revolutionizing Text-to-Image Retrieval as Autoregressive Token-to-Voken Generation0
Rotation Invariant Aerial Image Retrieval with Group Convolutional Metric Learning0
Rotation Invariant Deep CBIR0
Rotation Invariant Descriptors for Galaxy Morphological Classification0
R-Theta Local Neighborhood Pattern for Unconstrained Facial Image Recognition and Retrieval0
SACReg: Scene-Agnostic Coordinate Regression for Visual Localization0
Saliency deep embedding for aurora image search0
Salient Object Subitizing0
Sampling Wisely: Deep Image Embedding by Top-K Precision Optimization0
Samsung: Align-and-Differentiate Approach to Semantic Textual Similarity0
Satellite Image Based Cross-view Localization for Autonomous Vehicle0
Satellite Image Search in AgoraEO0
Scalable Change Retrieval Using Deep 3D Neural Codes0
Scalable Gaussian Processes for Supervised Hashing0
Scalable Image Retrieval by Sparse Product Quantization0
Scalable Nonlinear Embeddings for Semantic Category-based Image Retrieval0
Scalable Person Re-Identification: A Benchmark0
Scalable Reverse Image Search Engine for NASAWorldview0
Scalable Visual Attribute Extraction through Hidden Layers of a Residual ConvNet0
Scale Up Composed Image Retrieval Learning via Modification Text Generation0
Scaling Cross-Domain Content-Based Image Retrieval for E-commerce Snap and Search Application0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SuperGlobalmAP80.2Unverified
2AMESmAP80Unverified
3Hypergraph propagation+community selectionmAP73Unverified
4TokenmAP66.57Unverified
5DELG+ α QE reranking+ RRT rerankingmAP64Unverified
6FIRemAP61.2Unverified
7HOWmAP56.9Unverified
8ResNet101+ArcFace GLDv2-train-cleanmAP51.6Unverified
9DELF–HQE+SPmAP50.3Unverified
10HesAff–rSIFT–HQE+SPmAP49.7Unverified
#ModelMetricClaimedVerifiedStatus
1AMESmAP90.7Unverified
2Hypergraph propagation+Community selectionmAP88.4Unverified
3TokenmAP82.28Unverified
4FIRemAP81.8Unverified
5DELG+ α QE reranking + RRT rerankingmAP80.4Unverified
6HOWmAP79.4Unverified
7ResNet101+ArcFace GLDv2-train-cleanmAP74.2Unverified
8DELF–HQE+SPmAP73.4Unverified
9HesAff–rSIFT–HQE+SPmAP71.3Unverified
10DELF–ASMK*+SPmAP67.8Unverified
#ModelMetricClaimedVerifiedStatus
1AMESmAP89.7Unverified
2SuperGlobalmAP86.7Unverified
3Hypergraph propagationmAP83.3Unverified
4TokenmAP78.56Unverified
5DELG+ α QE reranking + RRT rerankingmAP77.7Unverified
6ResNet101+ArcFace GLDv2-train-cleanmAP70.3Unverified
7FIRemAP70Unverified
8DELF–HQE+SPmAP69.3Unverified
9HOWmAP62.4Unverified
10R–R-MACmAP59.4Unverified
#ModelMetricClaimedVerifiedStatus
1AMESmAP94.9Unverified
2Hypergraph propagationmAP92.6Unverified
3TokenmAP89.34Unverified
4DELG+ α QE reranking + RRT rerankingmAP88.5Unverified
5FIRemAP85.3Unverified
6ResNet101+ArcFace GLDv2-train-cleanmAP84.9Unverified
7DELF–HQE+SPmAP84Unverified
8HOWmAP81.6Unverified
9R–R-MACmAP78.9Unverified
10R–GeMmAP77.2Unverified
#ModelMetricClaimedVerifiedStatus
1Swin-T (MosaiCLIP, CC-12M)Recall@1 (HN-Atom, UC)44.5Unverified
2RN-50 (MosaiCLIP, CC-12M)Recall@1 (HN-Atom, UC)44.4Unverified
3MosaiCLIP (YFCC-FT)Recall@1 (HN-Atom, UC)41.5Unverified
4RN-50 (NegCLIP, CC-12M)Recall@1 (HN-Atom, UC)41.4Unverified
5MosaiCLIP (CC-FT)Recall@1 (HN-Atom, UC)40.9Unverified
6Swin-T (NegCLIP, CC-12M)Recall@1 (HN-Atom, UC)39.6Unverified
7CLIP (YFCC-FT)Recall@1 (HN-Atom, UC)39.5Unverified
8ViT-L-14 (LAION400M)Recall@1 (HN-Atom + HN-Comp, SC)39.44Unverified
9NegCLIP (YFCC-FT)Recall@1 (HN-Atom, UC)39Unverified
10CLIP-FT (YFCC-FT)Recall@1 (HN-Atom, UC)38.3Unverified
#ModelMetricClaimedVerifiedStatus
1DQU-CIR(Recall@10+Recall@50)/271.77Unverified
2TMCIR(Recall@10+Recall@50)/266.56Unverified
3SPN4CIR (SPRC)(Recall@10+Recall@50)/266.41Unverified
4SPRC(Recall@10+Recall@50)/264.85Unverified
5Candidate Set Re-ranking(Recall@10+Recall@50)/262.15Unverified
6RUTIR (BLIP B/16)(Recall@10+Recall@50)/261.32Unverified
7CASE(Recall@10+Recall@50)/259.73Unverified
8CaLa(Recall@10+Recall@50)/257.96Unverified
9BLIP4CIR+Bi(Recall@10+Recall@50)/255.4Unverified
10CLIP4Cir (v3)(Recall@10+Recall@50)/255.36Unverified
#ModelMetricClaimedVerifiedStatus
1X-VLM (base)R@186.9Unverified
2RCARR@162.6Unverified
3SGRAFR@158.5Unverified
4LGSGMR@157.4Unverified
5VisualSpartaR@157.4Unverified
6TERAN MrSwR@156.5Unverified
7TERAN Symm.R@155.7Unverified
8VSRNR@154.7Unverified
9CAMPR@151.5Unverified
10SCAN i-tR@144Unverified
#ModelMetricClaimedVerifiedStatus
1TMCIR(Recall@5+Recall_subset@1)/283.46Unverified
2SPN4CIR (SPRC)(Recall@5+Recall_subset@1)/282.69Unverified
3SPRC2(Recall@5+Recall_subset@1)/282.66Unverified
4SPRC(Recall@5+Recall_subset@1)/281.39Unverified
5Candidate Set Re-ranking(Recall@5+Recall_subset@1)/280.9Unverified
6CaLa(Recall@5+Recall_subset@1)/278.74Unverified
7CASE (Pre-trained on LaSCo.Ca)(Recall@5+Recall_subset@1)/278.25Unverified
8CASE(Recall@5+Recall_subset@1)/277.5Unverified
9VISTA (base)(Recall@5+Recall_subset@1)/275.9Unverified
10MMRet-MLLM(Recall@5+Recall_subset@1)/275.7Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@191.2Unverified
2ROADMAP (DeiT-B)R@186Unverified
3CGD (SG/GS)R@184.2Unverified
4ROADMAP (ResNet-50)R@183.1Unverified
5ProxyNCA++R@181.4Unverified
6PNP LossR@181.1Unverified
7Cross-Batch MemoryR@180.6Unverified
8Smooth-APR@180.1Unverified
9NormSoftmax2048 (ResNet-50)R@179.5Unverified
10EPSHN512R@178.3Unverified
#ModelMetricClaimedVerifiedStatus
1InternVL-G-FTR@185.9Unverified
2InternVL-C-FTR@185.2Unverified
3CN-CLIP (ViT-L/14@336px)R@184.4Unverified
4R2D2 (ViT-L/14)R@184.4Unverified
5CN-CLIP (ViT-H/14)R@183.8Unverified
6CN-CLIP (ViT-L/14)R@182.7Unverified
7CN-CLIP (ViT-B/16)R@179.1Unverified
8R2D2 (ViT-B)R@178.3Unverified
9Wukong (ViT-L/14)R@177.4Unverified
10Wukong (ViT-B/32)R@167.6Unverified
#ModelMetricClaimedVerifiedStatus
1Offline DiffusionMAP96.2Unverified
2CNN+IME layerMAP92Unverified
3DELF+FT+ATT+DIR+QEMAP90Unverified
4DIR+QE*MAP89Unverified