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

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Showing 2051–2100 of 2239 papers

TitleStatusHype
Multi-Label Logo Recognition and Retrieval based on Weighted Fusion of Neural FeaturesCode0
COFAR: Commonsense and Factual Reasoning in Image SearchCode0
Deep Triplet QuantizationCode0
ICDAR 2019 Competition on Image Retrieval for Historical Handwritten DocumentsCode0
A Zero-Shot Framework for Sketch-based Image RetrievalCode0
Deep Supervised Hashing for Fast Image RetrievalCode0
CNN Image Retrieval Learns from BoW: Unsupervised Fine-Tuning with Hard ExamplesCode0
iART: A Search Engine for Art-Historical Images to Support Research in the HumanitiesCode0
Hybrid Style Siamese Network: Incorporating style loss in complementary apparels retrievalCode0
Structure Similarity Preservation Learning for Asymmetric Image RetrievalCode0
Saliency Map-based Image Retrieval using Invariant Krawtchouk MomentsCode0
Retrieving Users' Opinions on Social Media with Multimodal Aspect-Based Sentiment AnalysisCode0
Same Features, Different Day: Weakly Supervised Feature Learning for Seasonal InvarianceCode0
Deep Sketch Hashing: Fast Free-hand Sketch-Based Image RetrievalCode0
How convolutional neural network see the world - A survey of convolutional neural network visualization methodsCode0
StructVPR++: Distill Structural and Semantic Knowledge with Weighting Samples for Visual Place RecognitionCode0
ViQuAE, a Dataset for Knowledge-based Visual Question Answering about Named EntitiesCode0
Weakly Supervised Deep Image Hashing through Tag EmbeddingsCode0
Automating 3D Dataset Generation with Neural Radiance FieldsCode0
Automatic Query Image Disambiguation for Content-Based Image RetrievalCode0
sub-region localized hashing for fine-grained image retrievalCode0
How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image RetrievalCode0
Sub-token ViT Embedding via Stochastic Resonance TransformersCode0
Zero-shot sketch-based remote sensing image retrieval based on multi-level and attention-guided tokenizationCode0
Hopfield-Fenchel-Young Networks: A Unified Framework for Associative Memory RetrievalCode0
HKUST at SemEval-2023 Task 1: Visual Word Sense Disambiguation with Context Augmentation and Visual AssistanceCode0
A Unified Debiasing Approach for Vision-Language Models across Modalities and TasksCode0
Cross-dimensional Weighting for Aggregated Deep Convolutional FeaturesCode0
Attribute-Aware Deep Hashing with Self-Consistency for Large-Scale Fine-Grained Image RetrievalCode0
Deep Shape MatchingCode0
ScaleFace: Uncertainty-aware Deep Metric LearningCode0
Deep Reinforced Attention Regression for Partial Sketch Based Image RetrievalCode0
Supervised Hashing Using Graph Cuts and Boosted Decision TreesCode0
Adversarial Soft-detection-based Aggregation Network for Image RetrievalCode0
Natural Language Object RetrievalCode0
Hierarchy-based Image Embeddings for Semantic Image RetrievalCode0
Test-time Training for Data-efficient UCDRCode0
Supervised Learning of Semantics-Preserving Hash via Deep Convolutional Neural NetworksCode0
CriSp: Leveraging Tread Depth Maps for Enhanced Crime-Scene Shoeprint MatchingCode0
Correspondence-Free Domain Alignment for Unsupervised Cross-Domain Image RetrievalCode0
Hierarchical Similarity Learning for Language-based Product Image RetrievalCode0
CNN Features off-the-shelf: an Astounding Baseline for RecognitionCode0
Neural Codes for Image RetrievalCode0
Hierarchical Matching and Reasoning for Multi-Query Image RetrievalCode0
Agricultural Plant Cataloging and Establishment of a Data Framework from UAV-based Crop Images by Computer VisionCode0
Deep Recurrent Quantization for Generating Sequential Binary CodesCode0
Who's Afraid of Adversarial Queries? The Impact of Image Modifications on Content-based Image RetrievalCode0
Symbolic inductive bias for visually grounded learning of spoken languageCode0
Symbolic Inductive Bias for Visually Grounded Learning of Spoken LanguageCode0
SCENIR: Visual Semantic Clarity through Unsupervised Scene Graph RetrievalCode0
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All datasetsROxford (Hard)ROxford (Medium)RParis (Hard)RParis (Medium)CREPE (Compositional REPresentation Evaluation)Fashion IQFlickr30K 1K testCIRRSOPFlickr30k-CNOxf5kFlickr30k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SuperGlobalmAP80.2—Unverified
2AMESmAP80—Unverified
3Hypergraph propagation+community selectionmAP73—Unverified
4TokenmAP66.57—Unverified
5DELG+ α QE reranking+ RRT rerankingmAP64—Unverified
6FIRemAP61.2—Unverified
7HOWmAP56.9—Unverified
8ResNet101+ArcFace GLDv2-train-cleanmAP51.6—Unverified
9DELF–HQE+SPmAP50.3—Unverified
10HesAff–rSIFT–HQE+SPmAP49.7—Unverified
#ModelMetricClaimedVerifiedStatus
1AMESmAP90.7—Unverified
2Hypergraph propagation+Community selectionmAP88.4—Unverified
3TokenmAP82.28—Unverified
4FIRemAP81.8—Unverified
5DELG+ α QE reranking + RRT rerankingmAP80.4—Unverified
6HOWmAP79.4—Unverified
7ResNet101+ArcFace GLDv2-train-cleanmAP74.2—Unverified
8DELF–HQE+SPmAP73.4—Unverified
9HesAff–rSIFT–HQE+SPmAP71.3—Unverified
10DELF–ASMK*+SPmAP67.8—Unverified
#ModelMetricClaimedVerifiedStatus
1AMESmAP89.7—Unverified
2SuperGlobalmAP86.7—Unverified
3Hypergraph propagationmAP83.3—Unverified
4TokenmAP78.56—Unverified
5DELG+ α QE reranking + RRT rerankingmAP77.7—Unverified
6ResNet101+ArcFace GLDv2-train-cleanmAP70.3—Unverified
7FIRemAP70—Unverified
8DELF–HQE+SPmAP69.3—Unverified
9HOWmAP62.4—Unverified
10R–R-MACmAP59.4—Unverified
#ModelMetricClaimedVerifiedStatus
1AMESmAP94.9—Unverified
2Hypergraph propagationmAP92.6—Unverified
3TokenmAP89.34—Unverified
4DELG+ α QE reranking + RRT rerankingmAP88.5—Unverified
5FIRemAP85.3—Unverified
6ResNet101+ArcFace GLDv2-train-cleanmAP84.9—Unverified
7DELF–HQE+SPmAP84—Unverified
8HOWmAP81.6—Unverified
9R–R-MACmAP78.9—Unverified
10R–GeMmAP77.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Swin-T (MosaiCLIP, CC-12M)Recall@1 (HN-Atom, UC)44.5—Unverified
2RN-50 (MosaiCLIP, CC-12M)Recall@1 (HN-Atom, UC)44.4—Unverified
3MosaiCLIP (YFCC-FT)Recall@1 (HN-Atom, UC)41.5—Unverified
4RN-50 (NegCLIP, CC-12M)Recall@1 (HN-Atom, UC)41.4—Unverified
5MosaiCLIP (CC-FT)Recall@1 (HN-Atom, UC)40.9—Unverified
6Swin-T (NegCLIP, CC-12M)Recall@1 (HN-Atom, UC)39.6—Unverified
7CLIP (YFCC-FT)Recall@1 (HN-Atom, UC)39.5—Unverified
8ViT-L-14 (LAION400M)Recall@1 (HN-Atom + HN-Comp, SC)39.44—Unverified
9NegCLIP (YFCC-FT)Recall@1 (HN-Atom, UC)39—Unverified
10CLIP-FT (YFCC-FT)Recall@1 (HN-Atom, UC)38.3—Unverified
#ModelMetricClaimedVerifiedStatus
1DQU-CIR(Recall@10+Recall@50)/271.77—Unverified
2TMCIR(Recall@10+Recall@50)/266.56—Unverified
3SPN4CIR (SPRC)(Recall@10+Recall@50)/266.41—Unverified
4SPRC(Recall@10+Recall@50)/264.85—Unverified
5Candidate Set Re-ranking(Recall@10+Recall@50)/262.15—Unverified
6RUTIR (BLIP B/16)(Recall@10+Recall@50)/261.32—Unverified
7CASE(Recall@10+Recall@50)/259.73—Unverified
8CaLa(Recall@10+Recall@50)/257.96—Unverified
9BLIP4CIR+Bi(Recall@10+Recall@50)/255.4—Unverified
10CLIP4Cir (v3)(Recall@10+Recall@50)/255.36—Unverified
#ModelMetricClaimedVerifiedStatus
1X-VLM (base)R@186.9—Unverified
2RCARR@162.6—Unverified
3SGRAFR@158.5—Unverified
4LGSGMR@157.4—Unverified
5VisualSpartaR@157.4—Unverified
6TERAN MrSwR@156.5—Unverified
7TERAN Symm.R@155.7—Unverified
8VSRNR@154.7—Unverified
9CAMPR@151.5—Unverified
10SCAN i-tR@144—Unverified
#ModelMetricClaimedVerifiedStatus
1TMCIR(Recall@5+Recall_subset@1)/283.46—Unverified
2SPN4CIR (SPRC)(Recall@5+Recall_subset@1)/282.69—Unverified
3SPRC2(Recall@5+Recall_subset@1)/282.66—Unverified
4SPRC(Recall@5+Recall_subset@1)/281.39—Unverified
5Candidate Set Re-ranking(Recall@5+Recall_subset@1)/280.9—Unverified
6CaLa(Recall@5+Recall_subset@1)/278.74—Unverified
7CASE (Pre-trained on LaSCo.Ca)(Recall@5+Recall_subset@1)/278.25—Unverified
8CASE(Recall@5+Recall_subset@1)/277.5—Unverified
9VISTA (base)(Recall@5+Recall_subset@1)/275.9—Unverified
10MMRet-MLLM(Recall@5+Recall_subset@1)/275.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@191.2—Unverified
2ROADMAP (DeiT-B)R@186—Unverified
3CGD (SG/GS)R@184.2—Unverified
4ROADMAP (ResNet-50)R@183.1—Unverified
5ProxyNCA++R@181.4—Unverified
6PNP LossR@181.1—Unverified
7Cross-Batch MemoryR@180.6—Unverified
8Smooth-APR@180.1—Unverified
9NormSoftmax2048 (ResNet-50)R@179.5—Unverified
10EPSHN512R@178.3—Unverified
#ModelMetricClaimedVerifiedStatus
1InternVL-G-FTR@185.9—Unverified
2InternVL-C-FTR@185.2—Unverified
3CN-CLIP (ViT-L/14@336px)R@184.4—Unverified
4R2D2 (ViT-L/14)R@184.4—Unverified
5CN-CLIP (ViT-H/14)R@183.8—Unverified
6CN-CLIP (ViT-L/14)R@182.7—Unverified
7CN-CLIP (ViT-B/16)R@179.1—Unverified
8R2D2 (ViT-B)R@178.3—Unverified
9Wukong (ViT-L/14)R@177.4—Unverified
10Wukong (ViT-B/32)R@167.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Offline DiffusionMAP96.2—Unverified
2CNN+IME layerMAP92—Unverified
3DELF+FT+ATT+DIR+QEMAP90—Unverified
4DIR+QE*MAP89—Unverified