1 citations · 2 across the 3 of their papers we have counts for
3 papers
cs.RO2025★ 1 cited
RAM-NAS: Resource-aware Multiobjective Neural Architecture Search Method for Robot Vision Tasks
Shouren Mao, Minghao Qin, Wei Dong +2
Neural architecture search (NAS) has shown great promise in automatically designing lightweight models. However, conventional approaches are insufficient in training the supernet a…
cs.CV2025
Task-Aware KV Compression For Cost-Effective Long Video Understanding
Minghao Qin, Yan Shu, Peitian Zhang +6
Long-video understanding (LVU) remains a severe challenge for existing multimodal large language models (MLLMs), primarily due to the prohibitive computational cost. Recent approac…
cs.CV2025★ 1 cited
Video-XL-2: Towards Very Long-Video Understanding Through Task-Aware KV Sparsification
Minghao Qin, Xiangrui Liu, Zhengyang Liang +6
Multi-modal large language models (MLLMs) models have made significant progress in video understanding over the past few years. However, processing long video inputs remains a majo…