4 papers
Collaborative Weighting with Pessimistic Critic for Mitigating Overestimation in Off-Policy Reinforcement Learning
Gong Gao, Xiao Lai, Ziqi Xie +3
Deep off-policy reinforcement learning algorithms for continuous control typically rely on neural value function approximation to guide policy improvement. However, temporal-differ…
Mask-Guided Multi-Task Network for Face Attribute Recognition
Gong Gao, Zekai Wang, Jian Zhao +3
Face Attribute Recognition (FAR) plays a crucial role in applications such as person re-identification, face retrieval, and face editing. Conventional multi-task attribute recognit…
Modification Takes Courage: Seamless Image Stitching via Reference-Driven Inpainting
Ziqi Xie, Xiao Lai, Weidong Zhao +3
Current image stitching methods often produce noticeable seams in challenging scenarios such as uneven hue and large parallax. To tackle this problem, we propose the Reference-Driv…
Reconstructing the Image Stitching Pipeline: Integrating Fusion and Rectangling into a Unified Inpainting Model
Ziqi Xie, Weidong Zhao, Xianhui Liu +2
Deep learning-based image stitching pipelines are typically divided into three cascading stages: registration, fusion, and rectangling. Each stage requires its own network training…