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 13511400 of 2239 papers

TitleStatusHype
Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives0
Complete CVDL Methodology for Investigating Hydrodynamic InstabilitiesCode0
Error-Corrected Margin-Based Deep Cross-Modal Hashing for Facial Image Retrieval0
Semantic Image Search for Robotic Applications0
Studying the Effect of Digital Stain Separation of Histopathology Images on Image Search Performance0
Co-occurrence of deep convolutional features for image searchCode0
Same Features, Different Day: Weakly Supervised Feature Learning for Seasonal InvarianceCode0
InterBERT: Vision-and-Language Interaction for Multi-modal Pretraining0
Progressive Domain-Independent Feature Decomposition Network for Zero-Shot Sketch-Based Image Retrieval0
A Convolutional Neural Network-based Patent Image Retrieval Method for Design Ideation0
Unifying Specialist Image Embedding into Universal Image Embedding0
Adaptive Semantic-Visual Tree for Hierarchical Embeddings0
XGPT: Cross-modal Generative Pre-Training for Image Captioning0
Matching Neuromorphic Events and Color Images via Adversarial Learning0
Using Image Captions and Multitask Learning for Recommending Query Reformulations0
Image Hashing by Minimizing Discrete Component-wise Wasserstein DistanceCode0
Adversarial Attack on Deep Product Quantization Network for Image Retrieval0
Fast Loop Closure Detection via Binary Content0
Fine-Grained Instance-Level Sketch-Based Video Retrieval0
CBIR using features derived by Deep LearningCode0
Constrained Dominant sets and Its applications in computer vision0
Comprehensive and Efficient Data Labeling via Adaptive Model Scheduling0
Random VLAD based Deep Hashing for Efficient Image Retrieval0
Learning Test-time Augmentation for Content-based Image Retrieval0
Deeply Activated Salient Region for Instance Search0
Deep Multi-View Enhancement Hashing for Image Retrieval0
Optimized Feature Space Learning for Generating Efficient Binary Codes for Image Retrieval0
Deep Metric Learning Network using Proxies for Chromosome Classification in Karyotyping Test0
An Effective Automatic Image Annotation Model Via Attention Model and Data Equilibrium0
A Keypoint-based Morphological Signature for Large-scale Neuroimage Analysis0
Progressive Local Filter Pruning for Image Retrieval Acceleration0
ImageBERT: Cross-modal Pre-training with Large-scale Weak-supervised Image-Text Data0
UR2KiD: Unifying Retrieval, Keypoint Detection, and Keypoint Description without Local Correspondence Supervision0
Stacked Adversarial Network for Zero-Shot Sketch based Image Retrieval0
BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding0
Embedding Compression with Isotropic Iterative Quantization0
Learning Global and Local Consistent Representations for Unsupervised Image Retrieval via Deep Graph Diffusion Networks0
Image retrieval approach based on local texture information derived from predefined patterns and spatial domain information0
DeepHashing using TripletLoss0
Learning Disentangled Representations via Mutual Information EstimationCode0
ICDAR 2019 Competition on Image Retrieval for Historical Handwritten DocumentsCode0
Weak Supervision helps Emergence of Word-Object Alignment and improves Vision-Language Tasks0
12-in-1: Multi-Task Vision and Language Representation LearningCode0
Efficient feature embedding of 3D brain MRI images for content-based image retrieval with deep metric learning0
The Group Loss for Deep Metric LearningCode0
Interpreting Context of Images using Scene Graphs0
Guided Similarity Separation for Image RetrievalCode0
Zero-Shot Sketch-Based Image Retrieval with Structure-aware Asymmetric Disentanglement0
Patch Reordering: a Novel Way to Achieve Rotation and Translation Invariance in Convolutional Neural Networks0
Orthogonal Convolutional Neural NetworksCode0
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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
4VisualSpartaR@157.4Unverified
5LGSGMR@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
3R2D2 (ViT-L/14)R@184.4Unverified
4CN-CLIP (ViT-L/14@336px)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