pith:6UCR7T2O
InterPartAbility: Phrase-Region Grounding for Interpretable Text-to-Image Person Re-Identification
InterPartAbility adds text-guided part matching and constrained attention to produce grounded explanations for text-to-image person re-identification.
arxiv:2604.27122 v2 · 2026-04-29 · cs.CV
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Claims
Empirical results on challenging benchmarks like CUHK-PEDES and ICFG-PEDES show that InterPartAbility achieves state-of-the-art (SOTA) interpretability performance under these metrics, while sustaining competitive retrieval accuracy.
The assumption that the patch-phrase interaction module and constrained CLIP ViT self-attention reliably bind visual regions to semantically meaningful part phrases, which may not hold without further validation of the grounding quality.
InterPartAbility performs explicit part-wise matching in text-to-image person re-identification via a patch-phrase interaction module to produce grounded explanations and achieves SOTA interpretability scores while maintaining competitive retrieval accuracy.
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| First computed | 2026-06-30T01:17:38.863579Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/6UCR7T2OHSXYAJF7NLSZ27XSB7 \
| jq -c '.canonical_record' \
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Canonical record JSON
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