Torch-NeRF: Enhancing Neural Radiance Fields with Contextual Modeling and Distance-Aware Convolutions

The proposed Torch-NeRF method enhances neural radiance field representation by enlarging the ray perception field to capture more contextual information, and introducing distance-aware convolutions to model the relationship among sample points along each camera ray.