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 19011950 of 2239 papers

TitleStatusHype
Deep Class-Wise Hashing: Semantics-Preserving Hashing via Class-wise LossCode0
Enhancing Human Pose Estimation in Ancient Vase Paintings via Perceptually-grounded Style Transfer LearningCode0
Learning with Average Precision: Training Image Retrieval with a Listwise LossCode0
Deep Cauchy Hashing for Hamming Space RetrievalCode0
Sketching out the Details: Sketch-based Image Retrieval using Convolutional Neural Networks with Multi-stage RegressionCode0
Decoupling the Role of Data, Attention, and Losses in Multimodal TransformersCode0
ConceptHash: Interpretable Fine-Grained Hashing via Concept DiscoveryCode0
Learning compact binary descriptors with unsupervised deep neural networksCode0
Decoupling Semantic Similarity from Spatial Alignment for Neural NetworksCode0
Let's Transfer Transformations of Shared Semantic RepresentationsCode0
Enhancing Historical Image Retrieval with Compositional CuesCode0
Ranked List Loss for Deep Metric LearningCode0
Enhancing Flood Impact Analysis using Interactive Retrieval of Social Media ImagesCode0
Date Estimation in the Wild of Scanned Historical Photos: An Image Retrieval ApproachCode0
Large-Scale Location Recognition and the Geometric Burstiness ProblemCode0
Dataset and Case Studies for Visual Near-Duplicates Detection in the Context of Social MediaCode0
ZSCRGAN: A GAN-based Expectation Maximization Model for Zero-Shot Retrieval of Images from Textual DescriptionsCode0
SketchParse : Towards Rich Descriptions for Poorly Drawn Sketches using Multi-Task Hierarchical Deep NetworksCode0
AmsterTime: A Visual Place Recognition Benchmark Dataset for Severe Domain ShiftCode0
Large-Scale Image Retrieval with Attentive Deep Local FeaturesCode0
Towards Food Image Retrieval via Generalization-oriented Sampling and Loss Function DesignCode0
Leveraging Unlabeled Data for Crowd Counting by Learning to RankCode0
Unsupervised Visual Sense Disambiguation for Verbs using Multimodal EmbeddingsCode0
End-to-end Learning of Deep Visual Representations for Image RetrievalCode0
Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approachCode0
Lifelong Histopathology Whole Slide Image Retrieval via Distance Consistency RehearsalCode0
SketchyScene: Richly-Annotated Scene SketchesCode0
Elevating All Zero-Shot Sketch-Based Image Retrieval Through Multimodal Prompt LearningCode0
Large Language Models and Multimodal Retrieval for Visual Word Sense DisambiguationCode0
A Modulation Module for Multi-task Learning with Applications in Image RetrievalCode0
Efficient Image Retrieval via Decoupling Diffusion into Online and Offline ProcessingCode0
Iterative Manifold Embedding Layer Learned by Incomplete Data for Large-scale Image RetrievalCode0
Is Multimodal Vision Supervision Beneficial to Language?Code0
Adversarial Hubness in Multi-Modal RetrievalCode0
iQPP: A Benchmark for Image Query Performance PredictionCode0
Recognizing Image StyleCode0
Dark Side Augmentation: Generating Diverse Night Examples for Metric LearningCode0
Boundary-aware Backward-Compatible Representation via Adversarial Learning in Image RetrievalCode0
AMC: Attention guided Multi-modal Correlation Learning for Image SearchCode0
Integrating Visual and Semantic Similarity Using Hierarchies for Image RetrievalCode0
Local Features and Visual Words Emerge in ActivationsCode0
Local Features and Visual Words Emerge in ActivationsCode0
Patch-Wise Self-Supervised Visual Representation Learning: A Fine-Grained ApproachCode0
Active Learning via Classifier Impact and Greedy Selection for Interactive Image RetrievalCode0
Efficient Diffusion on Region Manifolds: Recovering Small Objects with Compact CNN RepresentationsCode0
Socializing the Semantic Gap: A Comparative Survey on Image Tag Assignment, Refinement and RetrievalCode0
Referring Expression Generation in Visually Grounded Dialogue with Discourse-aware Comprehension GuidingCode0
SoDeep: a Sorting Deep net to learn ranking loss surrogatesCode0
Cross-Modality Sub-Image Retrieval using Contrastive Multimodal Image RepresentationsCode0
Improved Deep Hashing with Soft Pairwise Similarity for Multi-label Image RetrievalCode0
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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