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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
Conditioned and Composed Image Retrieval Combining and Partially Fine-Tuning CLIP-Based FeaturesCode1
GPR1200: A Benchmark for General-Purpose Content-Based Image RetrievalCode1
AdaTriplet: Adaptive Gradient Triplet Loss with Automatic Margin Learning for Forensic Medical Image MatchingCode1
A clinically motivated self-supervised approach for content-based image retrieval of CT liver imagesCode1
Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold RankingCode1
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote SensingCode1
Leveraging Foundation Models for Content-Based Medical Image Retrieval in RadiologyCode1
Contextual Similarity Aggregation with Self-attention for Visual Re-rankingCode1
A Comparative Analysis of Retrieval Techniques In Content Based Image Retrieval—0
A Dense-Depth Representation for VLAD descriptors in Content-Based Image Retrieval—0
A Bag of Visual Words Model for Medical Image Retrieval—0
Advancements in Content-Based Image Retrieval: A Comprehensive Survey of Relevance Feedback Techniques—0
A Fast Content-Based Image Retrieval Method Using Deep Visual Features—0
Class Anchor Margin Loss for Content-Based Image Retrieval—0
Classifying magnetic resonance image modalities with convolutional neural networks—0
An Efficient Image Retrieval Based on Fusion of Low-Level Visual Features—0
An Efficient Framework for Zero-Shot Sketch-Based Image Retrieval—0
Automatic tagging and retrieval of E-Commerce products based on visual features—0
An Effective Automatic Image Annotation Model Via Attention Model and Data Equilibrium—0
BOSS: Bottom-up Cross-modal Semantic Composition with Hybrid Counterfactual Training for Robust Content-based Image Retrieval—0
A new approach to descriptors generation for image retrieval by analyzing activations of deep neural network layers—0
A Decade Survey of Content Based Image Retrieval using Deep Learning—0
A Genetic Algorithm Approach for ImageRepresentation Learning through Color Quantization—0
Annotation Cost Efficient Active Learning for Content Based Image Retrieval—0
Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval—0
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval—0
A Privacy-Preserving Content-Based Image Retrieval Scheme Allowing Mixed Use Of Encrypted And Plain Images—0
A Privacy-Preserving Image Retrieval Scheme with a Mixture of Plain and EtC Images—0
A Revisit on Deep Hashings for Large-scale Content Based Image Retrieval—0
A Curated Image Parameter Dataset from Solar Dynamics Observatory Mission—0
Accurate and Fast Pixel Retrieval with Spatial and Uncertainty Aware Hypergraph Diffusion—0
Autoencoding the Retrieval Relevance of Medical Images—0
A unified framework of predicting binary interestingness of images based on discriminant correlation analysis and multiple kernel learning—0
Efficient Object Embedding for Spliced Image Retrieval—0
On Validation of Search & Retrieval of Tissue Images in Digital Pathology—0
Automatic Feature Weight Determination using Indexing and Pseudo-Relevance Feedback for Multi-feature Content-Based Image Retrieval—0
An Automatic Image Content Retrieval Method for better Mobile Device Display User Experiences—0
A Triplet-loss Dilated Residual Network for High-Resolution Representation Learning in Image Retrieval—0
Benchmarking unsupervised near-duplicate image detection—0
BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding—0
Binary Codes for Tagging X-Ray Images via Deep De-Noising Autoencoders—0
A Sub-block Based Image Retrieval Using Modified Integrated Region Matching—0
Bridging Gap between Image Pixels and Semantics via Supervision: A Survey—0
Bridging the Gap between Local Semantic Concepts and Bag of Visual Words for Natural Scene Image Retrieval—0
CBIDR: A novel method for information retrieval combining image and data by means of TOPSIS applied to medical diagnosis—0
A new Local Radon Descriptor for Content-Based Image Search—0
Challenging deep image descriptors for retrieval in heterogeneous iconographic collections—0
An Improved Relevance Feedback in CBIR—0
A Hybrid Approach for Improved Content-based Image Retrieval using Segmentation—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LHRRMAP90.94—Unverified