I am a third-year Ph.D. student at Beijing Jiaotong University (BJTU) in MePro (led by Prof. Yao Zhao), supervised by Prof. Chunyu Lin. I have been fortunate to work with Prof. Shuaicheng Liu at University of Electronic Science and Technology of China (UESTC). Prior to that, I received my Bachelor degree at Computer Science and Technology from BJTU.
Recently I am looking for a research intern position with a special interest in multi-view geometry and deep learning. Here is my resume.
nielang@bjtu.edu.cn Google Scholar Github
I am interested in exploring image warps using deep learning, such as homography, mesh, optical flow, thin-plate spline, etc. These deep warps provide new solutions for classic computer vision tasks (e.g. image stitching, video stabilization and so on) and demonstrate impressive performance. The specific intersts are listed below:
image/video stitching, image rectangling, homography estimation, video stabilization
panoramic objection detection, semantic segmentation, depth estimation, layout estimation
multi-view stereo (MVS), MVS + NeRF
Deep Learning for Camera Calibration and Beyond: A Survey
Kang Liao, Lang Nie, Shujun Huang, Chunyu Lin, Jing Zhang, Yao Zhao, Moncef Gabbouj, Dacheng Tao
[Paper]
[Project Page]
RecStitchNet: Learning to Stitch Images with Rectangular Boundaries
Yun Zhang, Yu-Kun Lai, Lang Nie, Fang-Lue Zhang, Lin Xu
Computational Visual Media Journal (CVMJ)
[Paper]
As-Deformable-As-Possible Single-image-based View Synthesis without Depth Prior
Chunlan Zhang, Chunyu Lin, Kang Liao, Lang Nie, Yao Zhao
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
[Paper]
Complementary Bi-directional Feature Compression for Indoor 360° Semantic Segmentation with Self-distillation
Zishuo Zheng, Chunyu Lin, Lang Nie, Kang Liao, Zhijie Shen, Yao Zhao
Winter Conference on Applications of Computer Vision (WACV)
[Paper]
Deep Rectangling for Image Stitching: A Learning Baseline
Lang Nie, Chunyu Lin, Kang Liao, Shuaicheng Liu, Yao Zhao
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). (Oral presentation)
[Paper]
[Code]
[Dataset]
[Video]
[Chinese Blog]
SivsFormer: Parallax-Aware Transformers for Single-image-based View Synthesis
Chunlan Zhang, Chunyu Lin, Kang Liao, Lang Nie, Yao Zhao
IEEE Conference on Virtual Reality and 3D User Interfaces (VR)
[Paper]
Unsupervised Deep Image Stitching: Reconstructing Stitched Features to Images
Lang Nie, Chunyu Lin, Kang Liao, Shuaicheng Liu, Yao Zhao
IEEE Transactions on Image Processing (TIP)
[Paper]
[Code]
[Dataset]
[Chinese Blog]
Learning Edge-Preserved Image Stitching from Multi-Scale Deep Homography
Lang Nie, Chunyu Lin, Kang Liao, Yao Zhao
Neurocomputing (NEUCOM)
[Paper]