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Jian Zou

4 accepted papers

2026

MDS-VQA: Model-Informed Data Selection for Video Quality Assessment

CVPR 2026

Learning-based video quality assessment (VQA) has advanced rapidly, yet progress is increasingly constrained by a disconnect between model design and dataset curation. Model-centric approaches often iterate on fixed benchmarks, while data-centric efforts collect new human labels without systematical

Cited by 0SourcecodeScholar
2025

Deep Receiver for Multi-Layer Data Transmission with Superimposed Pilots

ICASSP 2025accepted

We investigate a multi-layer data transmission scheme with superimposed pilots (SIPs) to enhance the throughput of multiple-input multiple-output orthogonal frequency-division multiplexing systems. However, in multi-layer data transmission scenarios, signal coupling between different antennas and la…

Cited by 0SourceScholar
2025

VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank

NeurIPS 2025spotlight

DeepSeek-R1 has demonstrated remarkable effectiveness in incentivizing reasoning and generalization capabilities of large language models (LLMs) through reinforcement learning. Nevertheless, the potential of reasoning-induced computation has not been thoroughly explored in the context of image quali…

Cited by 0SourcecodeScholar
2024

UniM2AE: Multi-modal Masked Autoencoders with Unified 3D Representation for 3D Perception in Autonomous Driving

ECCV 2024poster

"Masked Autoencoders (MAE) play a pivotal role in learning potent representations, delivering outstanding results across various 3D perception tasks essential for autonomous driving. In real-world driving scenarios, it’s commonplace to deploy multiple sensors for comprehensive environment perception…