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Jiajun Deng 邓家俊

Postdoctoral Researcher

The University of Adelaide (UoA), Australia

Email: jiajun.deng (at) adelaide.edu.au

About Me

I am a postdoctoral researcher at The University of Adelaide, working with Prof. Ian Reid and Dr. Feras Dayoub. Prior to that, I was a postdoctoral research associate at The University of Sydney, working with Prof. Wanli Ouyang. I obtained both my Ph.D. degree (2021) and Bachelor degree (2016) in University of Science and Technology of China (USTC). My Ph.D. advisors are Prof. Houqiang Li and Prof. Wengang Zhou. I have closely cooperated with Prof. Yanyong Zhang, whom I also regarded as another advisor of mine.

My research interests include computer vision and robotics, and I am currently working on 3D scene understanding and multi-modality understanding.

Research

	Hao Feng, Keyi Zhou, Hao Feng, Wengang Zhou, Yufei Yin, Jiajun Deng, Qi Sun, Houqiang Li Recurrent contour-based instance segmentation with progressive learning IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024.
	Sha Zhang, Jiajun Deng, Lei Bai, Houqiang Li, Wanli Ouyang, Yanyong Zhang HVDistill: Transferring Knowledge from Images to Point Clouds via Unsupervised Hybrid-View Distillation International Journal of Computer Vision volume (IJCV), 2024.
	Ning Wang, Jiajun Deng, Mingbo Jia Cycle-Consistency Learning for Captioning and Grounding AAAI Conference on Artificial Intelligence (AAAI), 2024.
	Yufei Yin, Hao Chen, Wengang Zhou, Jiajun Deng, Haiming Xu, Houqiang Li Revisiting Open-Set Panoptic Segmentation AAAI Conference on Artificial Intelligence (AAAI), 2024.
	Hao Feng, Shaokai Liu, Jiajun Deng, Wengang Zhou, Houqiang Li Deep Unrestricted Document Image Rectification IEEE Transactions on Multimedia (TMM), 2024.
	Yingjie Wang, Jiajun Deng, Yuenan Hou, Yao Li, Yu Zhang, Jianmin Ji, Wanli Ouyang, Yanyong Zhang CluB: Cluster Meets BEV for LiDAR-Based 3D Object Detection Conference on Neural Information Processing Systems (NeurIPS), 2023
	Yunyao Mao, Jiajun Deng, Wengang Zhou, Li Li, Yao Fang, and Houqiang Li CLIP4HOI: Towards Adapting CLIP for Practical Zero-Shot HOI Detection Conference on Neural Information Processing Systems (NeurIPS), 2023
	Changyong Shu, Jiajun Deng, Fisher Yu, Yifan Liu 3DPPE: 3D Point Positional Encoding for Transformer-based Multi-Camera 3D Object Detection International Conference on Computer Vision (ICCV), 2023
	Yunyao Mao, Jiajun Deng, Wengang Zhou, Yao Fang, Wanli Ouyang, Houqiang Li Masked Motion Predictors are Strong 3D Action Representation Learners International Conference on Computer Vision (ICCV), 2023
	Xuanyu Yi, Jiajun Deng, Qianru Sun, Xisn-Sheng Hua, Joo-Hwee Lim, Hanwang Zhang Invariant Training 2D-3D Joint Hard Samples for Few-Shot Point Cloud Recognition International Conference on Computer Vision (ICCV), 2023
	Yufei Yin, Jiajun Deng, Wengang Zhou, Li Li, and Houqiang Li Cyclic-Bootstrap Labeling for Weakly Supervised Object Detection International Conference on Computer Vision (ICCV), 2023
	Hao Feng, Wendi Wang, Jiajun Deng, Wengang Zhou, Li Li, and Houqiang Li SimFIR: A Simple Framework for Fisheye Image Rectification with Self-supervised Representation Learning International Conference on Computer Vision (ICCV), 2023
	Jiajun Deng, Zhengyuan Yang, Daqing Liu, Tianlang Chen, Wengang Zhou, Yanyong Zhang, Houqiang Li, and Wanli Ouyang TransVG++: End-to-End Visual Grounding with Language Conditioned Vision Transformer (This is the Journal Version of TransVG, published in ICCV 2021) IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023.
	Yingjie Wang, Qiuyu Mao, Hanqi Zhu, Jiajun Deng, Yu Zhang, Jianmin Ji, Houqiang Li & Yanyong Zhang Multi-Modal 3D Object Detection in Autonomous Driving: A Survey International Journal of Computer Vision volume (IJCV), 2023.
	Yingjie Wang, Jiajun Deng, Yao Li, Jinshui Hu, Cong Liu, Yu Zhang, Jianmin Ji, Wanli Ouyang, and Yanyong Zhang Bi-LRFusion: Bi-Directional LiDAR-Radar Fusion for 3D Dynamic Object Detection IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
	Depu Meng, Changqian Yu, Jiajun Deng, Deheng Qian, Houqiang Li, and Dongchun Ren Hybrid Motion Representation Learning for Prediction from Raw Sensor Data IEEE Transactions on Multimedia (TMM), 2023.
	Shaoshuai Shi, Li Jiang, Jiajun Deng, Zhe Wang, Chaoxu Guo, Jianping Shi, Xiaogang Wang & Hongsheng Li PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection International Journal of Computer Vision volume (IJCV), 2022.
	Jinhua Zhu, Yingce Xia, Lijun Wu, Jiajun Deng, Wengang Zhou, Tao Qin, and Houqiang Li Masked Contrastive Representation Learning for Reinforcement Learning IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
	Hao Feng, Wengang Zhou, Jiajun Deng, Yuechen Wang, and Houqiang Li Geometric Representation Learning for Document Image Rectification European Conference on Computer Vision (ECCV), 2022.
	Yunyao Mao, Wengang Zhou, Zhenbo Lu, Jiajun Deng, and Houqiang Li CMD: Self-supervised 3D Action Representation Learning with Cross-modal Mutual Distillation European Conference on Computer Vision (ECCV), Oral Paper, 2022.
	Yufei Yin, Jiajun Deng, Wengang Zhou, Li Li, and Houqiang Li FI-WSOD: Foreground Information Guided Weakly Supervised Object Detection IEEE Transactions on Multimedia (TMM), 2022.
	Yao Li, Jiajun Deng, Yu Zhang, Jianmin Ji, Houqiang Li, and Yanyong Zhang EZFusion: A Close Look at the Integration of LiDAR, Millimeter-Wave Radar, and Camera for Accurate 3D Object Detection and Tracking IEEE Robotics and Automation Letters (RAL), 2022.
	Hanqi Zhu, Jiajun Deng, Yu Zhang, Jianmin Ji, Qiuyu Mao, Houqiang Li, and Yanyong Zhang VPFNet: Improving 3D Object Detection with Virtual Point based LiDAR and Stereo Data Fusion IEEE Transactions on Multimedia (TMM), 2022.
	Hao Feng, Yuechen Wang, Wengang Zhou, Jiajun Deng, and Houqiang Li Doctr: Document Image Transformer for Geometric Unwarping and Illumination Correction ACM International Conference on Multimedia (ACM MM), 2021.
	Xiaomeng Chu, Jiajun Deng, Yao Li, Zhenxun Yuan, Yanyong Zhang, Jianmin Ji, and Yu Zhang Neighbor-vote: Improving Monocular 3D Object Detection Through Neighbor Distance Voting ACM International Conference on Multimedia (ACM MM), 2021.
	Jiajun Deng, Yingwei Pan, Ting Yao, Wengang Zhou, Houqiang Li, and Tao Mei MINet: Meta-Learning Instance Identifiers for Video Object Detection IEEE Transactions on Image Processing (TIP), 2021.
	Jiajun Deng, Wengang Zhou, Yanyong Zhang, and Houqiang Li From Multi-View to Hollow-3D: Hallucinated Hollow-3D R-CNN for 3D Object Detection IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021.
	Feng Lin, Wengang Zhou, Jiajun Deng, Bin Li, Yan Lu, and Houqiang Li Residual Refinement Network with Attribute Guidance for Precise Saliency Detection ACM Transactions on Multimedia Computing Communications and Applications (TOMM), 2021.
	Yuechen Wang, Jiajun Deng, Wengang Zhou, and Houqiang Li Weakly Supervised Temporal Adjacent Network for Language Grounding IEEE Transactions on Multimedia (TMM), 2021.
	Yufei Yin, Jiajun Deng, Wengang Zhou, and Houqiang Li Instance Mining with Class Feature Banks for Weakly Supervised Object Detection AAAI Conference on Artificial Intelligence (AAAI), 2021.
	Jiajun Deng, Shaoshuai Shi, Peiwei Li, Wengang Zhou, Yanyong Zhang, and Houqiang Li Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection AAAI Conference on Artificial Intelligence (AAAI), 2021.
	Jiajun Deng, Zhengyuan Yang, Tianlang Chen, Wengang Zhou, and Houqiang Li TransVG: End-to-End Visual Grounding with Transformers International Conference on Computer Vision (ICCV), 2021
	Tianlang Chen, Jiajun Deng, Jiebo Luo Adaptive Offline Quintuplet Loss for Image-Text Matching European Conference on Computer Vision (ECCV), 2020
	Jiajun Deng, Yingwei Pan, Ting Yao, Wengang Zhou, Houqiang Li, and Tao Mei Single Shot Video Object Detector IEEE Transactions on Multimedia (TMM), 2020
	Jiajun Deng, Yingwei Pan, Ting Yao, Wengang Zhou, Houqiang Li, and Tao Mei Relation Distillation Networks for Video Object Detection International Conference on Computer Vision (ICCV), 2019