Publications

[8]
Pseudo-Generalized Dynamic View Synthesis from a Video.
Xiaoming Zhao, Alex Colburn, Fangchang Ma, Miguel Angel Bautista, Joshua M. Susskind, and Alexander G. Schwing
International Conference on Learning Representations (ICLR), 2024   
[Paper] [Website] [bibtex]   

PGDVS provides an analysis framework for generalized dynamic novel view synthesis and finds with consistent depth estimations, scene-specific appearance optimization is NOT required.
[7]
Occupancy Planes for Single-view RGB-D Human Reconstruction.
Xiaoming Zhao, Yuan-Ting Hu, Zhongzheng Ren, and Alexander G. Schwing
AAAI Conference on Artificial Intelligence (AAAI), 2023   
[Paper] [Code] [bibtex]   

OPlanes provides more flexibility than voxel grids and enables to better leverage correlations than per-point classification.
[6]
Generative Multiplane Images: Making a 2D GAN 3D-Aware.
Xiaoming Zhao, Fangchang Ma, David Güera, Zhile Ren, Alexander G. Schwing, and Alex Colburn
European Conference on Computer Vision (ECCV), 2022 (Oral Presentation)   
[Paper] [Code] [Website] [bibtex]   
  
GMPI guarantees to be view-consistent and enables fast training (in less than half a day at a resolution of 10242) and high FPS during inference.
[5]
Initialization and Alignment for Adversarial Texture Optimization.
Xiaoming Zhao, Zhizhen Zhao, and Alexander G. Schwing
European Conference on Computer Vision (ECCV), 2022   
[Paper] [Code] [Website] [bibtex]   

Carefully designed initialization and alignment procedures enable benefiting from both classical and recent learning-based texture optimization techniques.
[4]
Class-agnostic Reconstruction of Dynamic Objects from Videos.
Zhongzheng Ren*, Xiaoming Zhao*, and Alexander G. Schwing
(* denotes equal contribution)
Neural Information Processing Systems (NeurIPS), 2021   
[Paper] [Website] [bibtex]   

REDO enables class-agnostic geometry reconstruction for dynamic objects from RGB-D videos.
[3]
The Surprising Effectiveness of Visual Odometry Techniques for Embodied PointGoal Navigation.
Xiaoming Zhao, Harsh Agrawal, Dhruv Batra, and Alexander G. Schwing
International Conference on Computer Vision (ICCV), 2021   
[Paper] [Code] [Website] [bibtex]   

A well-trained visual odometry module can be a drop-in replacement for GPS and Compass sensor in PointGoal navigation.
[2]
Mitigating Data Scarcity in Protein Binding Prediction Using Meta-Learning.
Yunan Luo*, Jianzhu Ma*, Xiaoming Zhao, Yufeng Su, Yang Liu, Trey Ideker, and Jian Peng
(* denotes equal contribution)
Research in Computational Molecular Biology (RECOMB), 2019   
[Paper] [bibtex]   

Meta-learning and few-shot learning strategy can be utilized to mitigate the data scarcity issue in characterizing the specificity of less-studied kinases for protein-peptide binding prediction.
[1]
Integrating Thermodynamic and Sequence Contexts Improves Protein-RNA Binding Prediction.
Yufeng Su, Yunan Luo, Xiaoming Zhao, Yang Liu, and Jian Peng
PLOS Computational Biology, 2019   
[Paper] [Code] [bibtex]   

A deep learning-based thermodynamic model is introduced for protein-RNA binding prediction.

Workshops

[2]
Learning from Synthesized Demonstrations.
Xiaoming Zhao, Yang Liu, and Jian Peng
International Conference on Machine Learning (ICML) Workshop on Learning in Artificial Open Worlds, 2020   
[Poster] [bibtex]
[1]
Approximation Gradient Error Variance Reduced Optimization.
Wei-Ye Zhao, Yang Liu, Xiaoming Zhao, Jie-Lin Qiu, and Jian Peng
AAAI Conference on Artificial Intelligence (AAAI) Workshop on Reinforcement Learning in Games, 2019   
[Paper] [bibtex]