The method warps pixels inside object boundaries with Snell's Law during generation and synchronizes with a second panorama image to produce optically plausible refraction in text-to-image outputs.
Dilightnet: Fine-grained light- ing control for diffusion-based image generation
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
2025 2verdicts
UNVERDICTED 2representative citing papers
Ouroboros uses two single-step diffusion models with cycle consistency for forward and inverse rendering, extending intrinsic decomposition to indoor/outdoor scenes with faster inference than multi-step methods.
citing papers explorer
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Refracting Reality: Generating Images with Realistic Transparent Objects
The method warps pixels inside object boundaries with Snell's Law during generation and synchronizes with a second panorama image to produce optically plausible refraction in text-to-image outputs.
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Ouroboros: Single-step Diffusion Models for Cycle-consistent Forward and Inverse Rendering
Ouroboros uses two single-step diffusion models with cycle consistency for forward and inverse rendering, extending intrinsic decomposition to indoor/outdoor scenes with faster inference than multi-step methods.