Composed Image Retrieval (CoIR)
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Benchmarks
CIRR
Fashion IQ
Most implemented
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder
Zero-Shot Composed Image Retrieval with Textual Inversion
Papers
Composed Image Retrieval for Remote Sensing
This work introduces composed image retrieval to remote sensing. It allows to query a large image archive by image examples alternated by a textual description, enriching the descriptive power over unimodal queries, eith…
Composed Image Retrieval (CoIR)DescriptiveImage RetrievalLanguage Modeling+3iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
Given a query consisting of a reference image and a relative caption, Composed Image Retrieval (CIR) aims to retrieve target images visually similar to the reference one while incorporating the changes specified in the r…
BenchmarkingComposed Image Retrieval (CoIR)Image RetrievalRetrieval+1Sentence-level Prompts Benefit Composed Image Retrieval
Composed image retrieval (CIR) is the task of retrieving specific images by using a query that involves both a reference image and a relative caption. Most existing CIR models adopt the late-fusion strategy to combine vi…
AttributeComposed Image Retrieval (CoIR)Image RetrievalRetrieval+1CoVR-2: Automatic Data Construction for Composed Video Retrieval
Composed Image Retrieval (CoIR) has recently gained popularity as a task that considers both text and image queries together, to search for relevant images in a database. Most CoIR approaches require manually annotated d…
Composed Image Retrieval (CoIR)Composed Video Retrieval (CoVR)Image RetrievalLanguage Modelling+5Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder
Composed image retrieval aims to find an image that best matches a given multi-modal user query consisting of a reference image and text pair. Existing methods commonly pre-compute image embeddings over the entire corpus…
Composed Image Retrieval (CoIR)Image RetrievalRerankingRe-Ranking+2Bi-directional Training for Composed Image Retrieval via Text Prompt Learning
Composed image retrieval searches for a target image based on a multi-modal user query comprised of a reference image and modification text describing the desired changes. Existing approaches to solving this challenging …
Composed Image Retrieval (CoIR)Image RetrievalPrompt LearningRetrieval