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 16011650 of 2239 papers

TitleStatusHype
Detailed Investigation of Deep Features with Sparse Representation and Dimensionality Reduction in CBIR: A Comparative Study0
Scene Graph Generation via Conditional Random Fields0
Adversarial Soft-detection-based Aggregation Network for Image RetrievalCode0
Batch DropBlock Network for Person Re-identification and BeyondCode0
Not just a matter of semantics: the relationship between visual similarity and semantic similarity0
CAPTAIN: Comprehensive Composition Assistance for Photo Taking0
Semantic bottleneck for computer vision tasks0
Texture Synthesis Guided Deep Hashing for Texture Image Retrieval0
Attention-Aware Generalized Mean Pooling for Image Retrieval0
Tattoo Image Search at Scale: Joint Detection and Compact Representation Learning0
Query Adaptive Late Fusion for Image Retrieval0
Imagination Based Sample Construction for Zero-Shot Learning0
Single-shot image retrieval through a multimode fiber using a genetic algorithm0
Diagnostic Accuracy of Content Based Dermatoscopic Image Retrieval with Deep Classification Features0
Where is this? Video geolocation based on neural network features0
Brain Tumor Image Retrieval via Multitask Learning0
Deep Metric Learning with Hierarchical Triplet Loss0
Unsupervised Deep Features for Remote Sensing Image Matching via Discriminator Network0
Learning Embeddings for Product Visual Search with Triplet Loss and Online Sampling0
A deep learning pipeline for product recognition on store shelves0
Modelling local phase of images and textures with applications in phase denoising and phase retrieval0
Content Based Image Retrieval from AWiFS Images Repository of IRS Resourcesat-2 Satellite Based on Water Bodies and Burnt Areas0
Night-to-Day Image Translation for Retrieval-based LocalizationCode0
Hierarchy-based Image Embeddings for Semantic Image RetrievalCode0
Collaborative Learning for Extremely Low Bit Asymmetric HashingCode0
Give me a hint! Navigating Image Databases using Human-in-the-loop Feedback0
Parametric Synthesis of Text on Stylized Backgrounds using PGGANs0
Adding Cues to Binary Feature Descriptors for Visual Place RecognitionCode0
Query Attack via Opposite-Direction Feature:Towards Robust Image RetrievalCode0
Information-Theoretic Active Learning for Content-Based Image RetrievalCode0
Deep Priority HashingCode0
Universal Sketch Perceptual Grouping0
Correcting the Triplet Selection Bias for Triplet LossCode0
Geolocation Estimation of Photos using a Hierarchical Model and Scene ClassificationCode0
Generative Domain-Migration Hashing for Sketch-to-Image RetrievalCode0
A Zero-Shot Framework for Sketch based Image Retrieval0
An Adversarial Approach to Hard Triplet Generation0
Product Quantization Network for Fast Image Retrieval0
Compositing-aware Image Search0
Relaxation-Free Deep Hashing via Policy Gradient0
Semi-Supervised Generative Adversarial Hashing for Image Retrieval0
Aesthetic Features for Personalized Photo Recommendation0
Open Set Chinese Character Recognition using Multi-typed Attributes0
Single Shot Scene Text RetrievalCode0
Learning to Learn from Web Data through Deep Semantic EmbeddingsCode0
Hierarchical Information Quadtree: Efficient Spatial Temporal Image Search for Multimedia Stream0
Multi-feature Fusion for Image Retrieval Using Constrained Dominant Sets0
A Dense-Depth Representation for VLAD descriptors in Content-Based Image Retrieval0
Deep Randomized Ensembles for Metric LearningCode0
Video Logo Retrieval based on local FeaturesCode0
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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