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Zihua Liu

3 accepted papers

2024

CFDNet: A Generalizable Foggy Stereo Matching Network with Contrastive Feature Distillation

ICRA 2024poster

Stereo matching under foggy scenes remains a challenging task since the scattering effect degrades the visibility and results in less distinctive features for dense correspondence matching. While some previous learning-based methods integrated a physical scattering function for simultaneous stereo-m…

Cited by 1SourceScholar
2024

VSRD: Instance-Aware Volumetric Silhouette Rendering for Weakly Supervised 3D Object Detection

CVPR 2024poster

Monocular 3D object detection poses a significant challenge in 3D scene understanding due to its inherently ill-posed nature in monocular depth estimation. Existing methods heavily rely on supervised learning using abundant 3D labels typically obtained through expensive and labor-intensive annotatio…

2018

SURREAL: Open-Source Reinforcement Learning Framework and Robot Manipulation Benchmark

CoRL 2018

Reproducibility has been a significant challenge in deep reinforcement learning and robotics research. Open-source frameworks and standardized benchmarks can serve an integral role in rigorous evaluation and reproducible research. We introduce SURREAL, an open-source scalable framework that supports