Awesome Multimodal Perception Papers and Source Codes

MINIMA: Universal Cross-Modality Image Matching Without Custom Models for Every Sensor 544

In real-world computer vision systems—whether for autonomous vehicles, remote sensing, or robotic inspection—images rarely come from a single type of…

01/13/2026Cross-modality Image Matching, Multimodal Perception, Zero-shot Generalization

UniRepLKNet: A Universal Large-Kernel ConvNet for Faster, Stronger, and Truly Multimodal AI 1053

In the era of Vision Transformers and increasingly complex multimodal architectures, convolutional neural networks (ConvNets) have often been written off…

01/04/2026Image Classification, Multimodal Perception, Time-series Forecasting