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Content-Based Image Retrieval

Content-Based Image Retrieval is a well studied problem in computer vision, with retrieval problems generally divided into two groups: category-level retrieval and instance-level retrieval. Given a query image of the Sydney Harbour bridge, for instance, category-level retrieval aims to find any bridge in a given dataset of images, whilst instance-level retrieval must find the Sydney Harbour bridge to be considered a match.

Source: Camera Obscurer: Generative Art for Design Inspiration

Papers

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Showing 1–50 of 195 papers

TitleStatusHype
PyRetri: A PyTorch-based Library for Unsupervised Image Retrieval by Deep Convolutional Neural NetworksCode2
Leveraging Foundation Models for Content-Based Medical Image Retrieval in RadiologyCode1
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote SensingCode1
A clinically motivated self-supervised approach for content-based image retrieval of CT liver imagesCode1
Conditioned and Composed Image Retrieval Combining and Partially Fine-Tuning CLIP-Based FeaturesCode1
AdaTriplet: Adaptive Gradient Triplet Loss with Automatic Margin Learning for Forensic Medical Image MatchingCode1
GPR1200: A Benchmark for General-Purpose Content-Based Image RetrievalCode1
Contextual Similarity Aggregation with Self-attention for Visual Re-rankingCode1
Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold RankingCode1
Class Agnostic Instance-level Descriptor for Visual Instance Search—0
A Semantically-Aware Relevance Measure for Content-Based Medical Image Retrieval Evaluation—0
OBD-Finder: Explainable Coarse-to-Fine Text-Centric Oracle Bone Duplicates DiscoveryCode0
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval—0
iCBIR-Sli: Interpretable Content-Based Image Retrieval with 2D Slice Embeddings—0
Domain-invariant feature learning in brain MR imaging for content-based image retrieval—0
Active Learning via Classifier Impact and Greedy Selection for Interactive Image RetrievalCode0
Saliency Map-based Image Retrieval using Invariant Krawtchouk MomentsCode0
Content-Based Image Retrieval Using COSFIRE Descriptors with application to Radio Astronomy—0
CBIDR: A novel method for information retrieval combining image and data by means of TOPSIS applied to medical diagnosis—0
Evidential Transformers for Improved Image Retrieval—0
On Validation of Search & Retrieval of Tissue Images in Digital Pathology—0
EndoFinder: Online Image Retrieval for Explainable Colorectal Polyp Diagnosis—0
Accurate and Fast Pixel Retrieval with Spatial and Uncertainty Aware Hypergraph Diffusion—0
Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval—0
Content-Based Image Retrieval for Multi-Class Volumetric Radiology Images: A Benchmark Study—0
Texture image retrieval using a classification and contourlet-based features—0
Advancements in Content-Based Image Retrieval: A Comprehensive Survey of Relevance Feedback Techniques—0
Lesion Search with Self-supervised Learning—0
Integrating Visual and Semantic Similarity Using Hierarchies for Image RetrievalCode0
Annotation Cost Efficient Active Learning for Content Based Image Retrieval—0
Collaborative Group: Composed Image Retrieval via Consensus Learning from Noisy Annotations—0
Class Anchor Margin Loss for Content-Based Image Retrieval—0
Class-Specific Variational Auto-Encoder for Content-Based Image Retrieval—0
A Triplet-loss Dilated Residual Network for High-Resolution Representation Learning in Image Retrieval—0
iQPP: A Benchmark for Image Query Performance PredictionCode0
Multimorbidity Content-Based Medical Image Retrieval Using Proxies—0
Content-Based Medical Image Retrieval with Opponent Class Adaptive Margin Loss—0
Bridging the Gap between Local Semantic Concepts and Bag of Visual Words for Natural Scene Image Retrieval—0
Loc-VAE: Learning Structurally Localized Representation from 3D Brain MR Images for Content-Based Image Retrieval—0
Satellite Image Search in AgoraEO—0
BOSS: Bottom-up Cross-modal Semantic Composition with Hybrid Counterfactual Training for Robust Content-based Image Retrieval—0
Learning Image Representations for Content Based Image Retrieval of Radiotherapy Treatment Plans—0
NORPPA: NOvel Ringed seal re-identification by Pelage Pattern AggregationCode0
Constrained Mass Optimal Transport—0
Deep Features for CBIR with Scarce Data using Hebbian Learning—0
Scaling Cross-Domain Content-Based Image Retrieval for E-commerce Snap and Search Application—0
Hybrid Optimized Deep Convolution Neural Network based Learning Model for Object Detection—0
A Privacy-Preserving Image Retrieval Scheme with a Mixture of Plain and EtC Images—0
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval—0
Cross-Modality Sub-Image Retrieval using Contrastive Multimodal Image RepresentationsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LHRRMAP90.94—Unverified