Sketch-Based Image Retrieval
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Benchmarks
Most implemented
ARNet: Self-Supervised FG-SBIR with Unified Sample Feature Alignment and Multi-Scale Token Recycling
Variational Interaction Information Maximization for Cross-domain Disentanglement
Deep Shape Matching
Composite Sketch+Text Queries for Retrieving Objects with Elusive Names and Complex Interactions
Elevating All Zero-Shot Sketch-Based Image Retrieval Through Multimodal Prompt Learning
It's All About Your Sketch: Democratising Sketch Control in Diffusion Models
Papers
SeCo-SBIR: Semantically Consistent Prompt Learning for Zero-Shot Sketch-Based Image Retrieval
Adapting CLIP for zero-shot sketch-based image retrieval (ZS-SBIR) via prompt learning faces a fundamental tension: the model must bridge the sketch-photo domain gap through task-specific adaptation, yet the added flexib…
Sketch-Based Image RetrievalZero-shot GeneralizationUNION: A Lightweight Target Representation for Efficient Zero-Shot Image-Guided Retrieval with Optional Textual Queries
Image-Guided Retrieval with Optional Text (IGROT) is a general retrieval setting where a query consists of an anchor image, with or without accompanying text, aiming to retrieve semantically relevant target images. This …
Sketch-Based Image RetrievalDynamic Multi-level Weighted Alignment Network for Zero-shot Sketch-based Image Retrieval
The problem of zero-shot sketch-based image retrieval (ZS-SBIR) has achieved increasing attention due to its wide applications, e.g. e-commerce. Despite progress made in this field, previous works suffer from using imbal…
Sketch-Based Image RetrievalBack To The Drawing Board: Rethinking Scene-Level Sketch-Based Image Retrieval
The goal of Scene-level Sketch-Based Image Retrieval is to retrieve natural images matching the overall semantics and spatial layout of a free-hand sketch. Unlike prior work focused on architectural augmentations of retr…
Sketch-Based Image RetrievalCross-Modal RetrievalSketch Down the FLOPs: Towards Efficient Networks for Human Sketch
As sketch research has collectively matured over time, its adaptation for at-mass commercialisation emerges on the immediate horizon. Despite an already mature research endeavour for photos, there is no research on the e…
Image RetrievalKnowledge DistillationSketch-Based Image RetrievalEnhancing Product Search Interfaces with Sketch-Guided Diffusion and Language Agents
The rapid progress in diffusion models, transformers, and language agents has unlocked new possibilities, yet their potential in user interfaces and commercial applications remains underexplored. We present Sketch-Search…
Image RetrievalRetrievalSketch-Based Image Retrieval