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2026 1

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iFAN: Inference-Aware Learning for Plain Mask Transformers

cs.CV · 2026-08-04 · conditional · novelty 5.0

iFAN adds a mask-quality ranking loss and a cross-layer self-distillation loss to mask transformer training, improving panoptic, instance, and semantic segmentation by about one point with no inference overhead.

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  • iFAN: Inference-Aware Learning for Plain Mask Transformers cs.CV · 2026-08-04 · conditional · none · ref 2

    iFAN adds a mask-quality ranking loss and a cross-layer self-distillation loss to mask transformer training, improving panoptic, instance, and semantic segmentation by about one point with no inference overhead.