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Gwang-Ho Na

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Preprint Jul 2026

DiCE-CIR: Direct Composition Learning for Efficient Zero-Shot Composed Image Retrieval

DiCE-CIR is proposed, a direct composition learning method that predicts composed query representations by directly composing a reference image and an edit text and achieves state-of-the-art performance on CIRCO and competitive performance on CIRR while maintaining high computational efficiency.

Gwang-Ho Na, Ho-Joong Kim, Seong-Whan Lee · 0 citations