A transformer-based neural renderer that transfers arbitrary PBR lighting to single images via shared intrinsic conditioning extracted from both multi-illumination photos and path-traced coarse 3D renders.
Vidit: Virtual image dataset for illumination transfer
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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cs.CV 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Hidden-Shot adds an implicit visual-task prompt and selective merging step to existing low-level vision generalist models, paired with a 3C4U/3C7U evaluation framework that reports outperformance on seven and ten datasets respectively.
citing papers explorer
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PIXLRelight: Controllable Relighting via Intrinsic Conditioning
A transformer-based neural renderer that transfers arbitrary PBR lighting to single images via shared intrinsic conditioning extracted from both multi-illumination photos and path-traced coarse 3D renders.
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Hidden-Shot: Towards One-Shot Task Generalization for Low-Level Vision Generalist Models
Hidden-Shot adds an implicit visual-task prompt and selective merging step to existing low-level vision generalist models, paired with a 3C4U/3C7U evaluation framework that reports outperformance on seven and ten datasets respectively.