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Im- proving composed image retrieval via contrastive learn- ing with scaling positives and negatives

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

fields

cs.CV 1 cs.IR 1

years

2026 1 2024 1

verdicts

UNVERDICTED 2

representative citing papers

A Sanity Check on Composed Image Retrieval

cs.CV · 2026-04-14 · unverdicted · novelty 7.0

The paper creates FISD, a controlled benchmark for composed image retrieval that removes query ambiguity via generative models, and proposes a multi-round agentic evaluation to assess models in interactive settings.

Fashion Image-to-Image Translation for Complementary Item Retrieval

cs.IR · 2024-08-19 · unverdicted · novelty 4.0

GeCo uses a cGAN-based Complementary Item Generation Model to create target fashion images from seed items and feeds them into a compatibility model for better top-bottom retrieval on three datasets, plus releases a new Fashion Taobao dataset.

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Showing 2 of 2 citing papers.

  • A Sanity Check on Composed Image Retrieval cs.CV · 2026-04-14 · unverdicted · none · ref 8

    The paper creates FISD, a controlled benchmark for composed image retrieval that removes query ambiguity via generative models, and proposes a multi-round agentic evaluation to assess models in interactive settings.

  • Fashion Image-to-Image Translation for Complementary Item Retrieval cs.IR · 2024-08-19 · unverdicted · none · ref 17

    GeCo uses a cGAN-based Complementary Item Generation Model to create target fashion images from seed items and feeds them into a compatibility model for better top-bottom retrieval on three datasets, plus releases a new Fashion Taobao dataset.