1 code implementation • 11 Mar 2025 • Yiming Zhong, Qi Jiang, Jingyi Yu, Yuexin Ma
A dexterous hand capable of grasping any object is essential for the development of general-purpose embodied intelligent robots.
no code implementations • 22 Nov 2024 • Zhonghua Yi, Hao Shi, Qi Jiang, Yao Gao, Ze Wang, Yufan Zhang, Kailun Yang, Kaiwei Wang
Optical flow estimation is extensively used in autonomous driving and video editing.
1 code implementation • 29 Oct 2024 • Zhonghua Yi, Hao Shi, Qi Jiang, Kailun Yang, Ze Wang, Diyang Gu, Yufan Zhang, Kaiwei Wang
Event cameras, with high temporal resolution and high dynamic range, have limited research on the inter-modality local feature extraction and matching of event-image data.
no code implementations • 28 Sep 2024 • Yuanchao Yue, Hui Yuan, Suai Li, Qi Jiang
To address these issues, we propose EEPNet, an advanced network that leverages reflectance maps obtained from point cloud projections to enhance registration accuracy.
1 code implementation • 15 Sep 2024 • Xiaolong Qian, Qi Jiang, Yao Gao, Shaohua Gao, Zhonghua Yi, Lei Sun, Kai Wei, Haifeng Li, Kailun Yang, Kaiwei Wang, Jian Bai
A Depth-aware Controllable DoF Imaging (DCDI) framework is proposed equipped with All-in-Focus (AiF) aberration correction and monocular depth estimation, where the recovered image and corresponding depth map are utilized to produce imaging results under diverse DoFs of any high-end lens via patch-wise convolution.
no code implementations • 9 Sep 2024 • Qi Jiang, Yao Gao, Shaohua Gao, Zhonghua Yi, Lei Sun, Hao Shi, Kailun Yang, Kaiwei Wang, Jian Bai
OmniLens extends the idea of universal CAC to a broader concept, where a base model is trained for three cases, including zero-shot CAC with the pre-trained model, few-shot CAC with a little lens-specific data for fine-tuning, and domain adaptive CAC using domain adaptation for lens-descriptions-unknown lens.
no code implementations • 5 May 2024 • Shaohua Gao, Qi Jiang, Yiqi Liao, Yi Qiu, Wanglei Ying, Kailun Yang, Kaiwei Wang, Benhao Zhang, Jian Bai
We propose a high-performance glass-plastic hybrid minimalist aspheric panoramic annular lens (ASPAL) to solve several major limitations of the traditional panoramic annular lens (PAL), such as large size, high weight, and complex system.
no code implementations • 30 Apr 2024 • Yao Gao, Qi Jiang, Shaohua Gao, Lei Sun, Kailun Yang, Kaiwei Wang
Recently, joint design approaches that simultaneously optimize optical systems and downstream algorithms through data-driven learning have demonstrated superior performance over traditional separate design approaches.
1 code implementation • 15 Mar 2024 • Qi Jiang, Zhonghua Yi, Shaohua Gao, Yao Gao, Xiaolong Qian, Hao Shi, Lei Sun, JinXing Niu, Kaiwei Wang, Kailun Yang, Jian Bai
Relying on paired synthetic data, existing learning-based Computational Aberration Correction (CAC) methods are confronted with the intricate and multifaceted synthetic-to-real domain gap, which leads to suboptimal performance in real-world applications.
1 code implementation • 14 Aug 2023 • Zhonghua Yi, Hao Shi, Kailun Yang, Qi Jiang, Yaozu Ye, Ze Wang, Huajian Ni, Kaiwei Wang
Based on the modeling method, we present FocusFlow, a framework consisting of 1) a mix loss function combined with a classic photometric loss function and our proposed Conditional Point Control Loss (CPCL) function for diverse point-wise supervision; 2) a conditioned controlling model which substitutes the conventional feature encoder by our proposed Condition Control Encoder (CCE).
no code implementations • ICCV 2023 • Yuhang Lu, Qi Jiang, Runnan Chen, Yuenan Hou, Xinge Zhu, Yuexin Ma
They typically align visual features with semantic features obtained from word embedding by the supervision of seen classes' annotations.
no code implementations • 3 Jul 2023 • Qi Jiang, Guoxu Zhou, Qibin Zhao
Concept Factorization (CF), as a novel paradigm of representation learning, has demonstrated superior performance in multi-view clustering tasks.
1 code implementation • 22 Jun 2023 • Qi Jiang, Shaohua Gao, Yao Gao, Kailun Yang, Zhonghua Yi, Hao Shi, Lei Sun, Kaiwei Wang
In this paper, we propose a Panoramic Computational Imaging Engine (PCIE) to achieve minimalist and high-quality panoramic imaging.
no code implementations • CVPR 2023 • Lei Sun, Christos Sakaridis, Jingyun Liang, Peng Sun, JieZhang Cao, Kai Zhang, Qi Jiang, Kaiwei Wang, Luc van Gool
The performance of video frame interpolation is inherently correlated with the ability to handle motion in the input scene.
no code implementations • 9 Dec 2022 • Qi Jiang, Hao Sun, Xi Zhang
LiDAR and camera are two essential sensors for 3D object detection in autonomous driving.
1 code implementation • 21 Nov 2022 • Qi Jiang, Hao Shi, Shaohua Gao, Jiaming Zhang, Kailun Yang, Lei Sun, Huajian Ni, Kaiwei Wang
Further, we propose Computational Imaging Assisted Domain Adaptation (CIADA) to leverage prior knowledge of CI for robust performance in SSOA.
3 code implementations • 21 Nov 2022 • Hao Shi, Qi Jiang, Kailun Yang, Xiaoting Yin, Ze Wang, Kaiwei Wang
In this paper, we propose the concept of online video inpainting for autonomous vehicles to expand the field of view, thereby enhancing scene visibility, perception, and system safety.
Ranked #1 on
Seeing Beyond the Visible
on KITTI360-EX
no code implementations • 18 Jun 2022 • Chonghan Chen, Qi Jiang, Chih-Hao Wang, Noel Chen, Haohan Wang, Xiang Li, Bhiksha Raj
With our proposed QCM, the downstream fusion module receives visual features that are more discriminative and focused on the desired object described in the expression, leading to more accurate predictions.
1 code implementation • 13 Jun 2022 • Qi Jiang, Hao Shi, Lei Sun, Shaohua Gao, Kailun Yang, Kaiwei Wang
In this paper, we propose an Annular Computational Imaging (ACI) framework to break the optical limit of light-weight PAL design.
1 code implementation • 26 May 2022 • Baofeng Chang, Sujia Zhu, Qi Jiang, Wang Xia, Jingwei Tang, Lvhan Pan, Ronghua Liang, Guodao Sun
To provide an effective analysis method for this type of dynamic graph data, we propose a snapshot generation algorithm involving Human-In-Loop to help users divide the dynamic graphs into multi-granularity and hierarchical snapshots for further analysis.
1 code implementation • 30 Nov 2021 • Lei Sun, Christos Sakaridis, Jingyun Liang, Qi Jiang, Kailun Yang, Peng Sun, Yaozu Ye, Kaiwei Wang, Luc van Gool
Traditional frame-based cameras inevitably suffer from motion blur due to long exposure times.
Ranked #2 on
Object Detection
on DSEC
no code implementations • 2 Sep 2021 • Yongsong Huang, Zetao Jiang, Qingzhong Wang, Qi Jiang, Guoming Pang
Recently, deep learning methods have dominated image super-resolution and achieved remarkable performance on visible images; however, IR images have received less attention.