Zhenzhe Hou — accepted AI-conference papers

2026

DSP-PCQA: Integrating Multiple Perception Preferences for Point Cloud Quality Assessment

Mingxuan Li, Fazhan Zhang, Zhenzhe Hou, Zihao Huang, Bohan Fu, Runze Hu +1

AAAI 2026technical

Point Cloud Quality Assessment (PCQA) faces a critical disconnect: existing methods operate on a flawed single-perception paradigm, while human observers evaluate quality through dual cognitive streams: technical rationality and semantic sensibility. This fundamental mismatch routinely produces asse

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2026

FVNet: Harnessing Liquid Neural Dynamics for Lightweight Visual Representation

Zhenzhe Hou, Xiaohui Chu, Runze Hu, Yang Li, Yutao Liu

AAAI 2026technical

Efficient visual backbone design remains crucial for resource-constrained computer vision applications. Inspired by the adaptive continuous-time dynamics observed in biological neurons, we propose FVNet, a novel lightweight architecture that integrates liquid neural dynamics for efficient and dynami

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