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Yiweng Xie

2 accepted papers

2026

FluxMem: Adaptive Hierarchical Memory for Streaming Video Understanding

CVPR 2026

This paper presents FluxMem, a training-free framework for efficient streaming video understanding. FluxMem adaptively compresses redundant visual memory through a hierarchical, two-stage design: (1) a Temporal Adjacency Selection (TAS) module removes redundant visual tokens across adjacent frames,

Cited by 0SourcecodeScholar
2025

INST-IT: Boosting Instance Understanding via Explicit Visual Prompt Instruction Tuning

NeurIPS 2025poster

Large Multimodal Models (LMMs) have made significant breakthroughs with the advancement of instruction tuning. However, while existing models can understand images and videos at a holistic level, they still struggle with instance-level understanding that requires a more fine-grained comprehension an…

Cited by 0SourceScholar