Biao Hou

Few-Shot MS and PAN Joint Classification With Improved Cross-Source Contrastive Learning

2024 · IEEE Transactions on Geoscience and Remote Sensing

The joint classification of multispectral (MS) and panchromatic (PAN) images aims to provide a more detailed and accurate interpretation of land features. Although deep-learning-based methods have achieved remarkable success in this task, the generalization performance …

FastCache: Optimizing Multimodal LLM Serving through Lightweight KV-Cache Compression Framework

2025 · arXiv (Cornell University)

Multi-modal Large Language Models (MLLMs) serving systems commonly employ KV-cache compression to reduce memory footprint. However, existing compression methods introduce significant processing overhead and queuing delays, particularly in concurrent serving scenarios. We present \texttt{FastCache}, a …