2026
TouchFormer: A Robust Transformer-based Framework for Multimodal Material Perception
AAAI 2026technical
Traditional vision-based material perception methods often experience substantial performance degradation under visually impaired conditions, thereby motivating the shift toward non-visual multimodal material perception. Despite this, existing approaches frequently perform naive fusion of multimodal