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Compositional Zero-Shot Food Recognition

Updated 10 July 2026
  • CZSFR is a novel approach that decomposes food labels into cuisine and ingredient primitives to enable recognition of unseen combinations.
  • It employs SalientFusion, a context-aware architecture that fuses visual, segmented, and depth features to overcome background redundancy and role confusion.
  • Empirical results on dedicated benchmarks show improved unseen accuracy and effective compositional generalization, highlighting its practical significance.

88 88^ 88 88^ 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88^ 88 88 OR ti:\888 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88^ 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88^ 88 OR ti:\888 OR ti:\888 88^ 88 88 OR ti:\888 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88^ 88 OR ti:\888 88^ 88 88 88 88 88 88 88 88 88) OR ti:\888 OR ti:\888 88 88 88) OR ti:\888 88 88 88 88) OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88^ 88 OR ti:\888 88^ 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88^ 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 OR ti:\888 88^ 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 OR ti:\888 88 88 OR ti:\888 88 88 OR ti:\888 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88max_results 88 88 88 88 88 OR ti:\888 88 88 88 OR ti:\888 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88^ 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88max_results 88 88 OR ti:\888 88 88 88 88 88max_results 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 OR ti:\888 88 88 OR ti:\888 88 88 OR ti:\888 OR ti:\888 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 OR ti:\888 OR ti:\888 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88^ 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 OR ti:\888 88 OR ti:\888 88 88 88 88 88 OR ti:\888 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88

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