Vision Foundation Models (VFMs) have demonstrated outstanding performance on
numerous downstream tasks. However, due to their inherent representation biases …

With the rising popularity of artificial intelligence, providing on-device intelligence for edge
devices remains challenging due to high computation and memory overheads. Hardware …

High-quality visual representations are crucial for success in multi-task dense prediction.
The Mamba architecture, initially designed for natural language processing, has garnered …