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Wenwei Jin

3 accepted papers

2025

FlowCut: Rethinking Redundancy via Information Flow for Efficient Vision-Language Models

NeurIPS 2025poster

Large vision-language models (LVLMs) excel at multimodal understanding but suffer from high computational costs due to redundant vision tokens. Existing pruning methods typically rely on single-layer attention scores to rank and prune redundant visual tokens to solve this inefficiency. However, as t…

Cited by 0SourcecodeScholar
2024

Discrete Latent Perspective Learning for Segmentation and Detection

ICML 2024spotlight

In this paper, we address the challenge of Perspective-Invariant Learning in machine learning and computer vision, which involves enabling a network to understand images from varying perspectives to achieve consistent semantic interpretation. While standard approaches rely on the labor-intensive col…

Cited by 9SourcePDFScholar