DeepSfP (4), which is even comparable with the multiview SfP method P ANDORA (15). In addition, metallic and dielectric surfaces exhibit different polarization BRDFs under the same illumination, which causes AoLP maps to vary on different materials, further compounding the normal estimation problem.

Y et, real-world data are seldom strictly equivariant.

Evaluating Large Language Models' (LLMs) anthropomorphic capabilities has

Diffusion models have achieved remarkable advancements in text-to-image generation.

It employs four LLM-based agents: strategy generator, executor, optimizer, and evaluator, working together to generate, evaluate, and select promising strategies for a given task. Experimental results demonstrate that StrategyLLM outperforms the competitive baseline CoT -SC that requires human-annotated solutions on 13 datasets across 4 challenging tasks without human involvement, including math reasoning (34.2%

Advances in end-to-end rPPG approaches have focused on this transformation where attention mechanisms are crucial for feature extraction.