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Wenbin Zou

5 accepted papers

2024

VQCNIR: Clearer Night Image Restoration with Vector-Quantized Codebook

AAAI 2024technical

Night photography often struggles with challenges like low light and blurring, stemming from dark environments and prolonged exposures. Current methods either disregard priors and directly fitting end-to-end networks, leading to inconsistent illumination, or rely on unreliable handcrafted priors to…

2021

Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision

AAAI 2021technical

Predicting human motion behavior in a crowd is important for many applications, ranging from the natural navigation of autonomous vehicles to intelligent security systems of video surveillance. All the previous works model and predict the trajectory with a single resolution, which is relatively inef…

2020

MMA Regularization: Decorrelating Weights of Neural Networks by Maximizing the Minimal Angles

NeurIPS 2020poster

The strong correlation between neurons or filters can significantly weaken the generalization ability of neural networks. Inspired by the well-known Tammes problem, we propose a novel diversity regularization method to address this issue, which makes the normalized weight vectors of neurons or filte…