Search Results for author: Qi Jiang

Found 22 papers, 11 papers with code

DexGrasp Anything: Towards Universal Robotic Dexterous Grasping with Physics Awareness

1 code implementation11 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.

Diversity

EI-Nexus: Towards Unmediated and Flexible Inter-Modality Local Feature Extraction and Matching for Event-Image Data

1 code implementation29 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.

Pose Estimation

EEPNet: Efficient Edge Pixel-based Matching Network for Cross-Modal Dynamic Registration between LiDAR and Camera

no code implementations28 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.

Autonomous Vehicles Sensor Fusion

Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions

1 code implementation15 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.

Monocular Depth Estimation

A Flexible Framework for Universal Computational Aberration Correction via Automatic Lens Library Generation and Domain Adaptation

no code implementations9 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.

Domain Adaptation

Design, analysis, and manufacturing of a glass-plastic hybrid minimalist aspheric panoramic annular lens

no code implementations5 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.

Exploring Quasi-Global Solutions to Compound Lens Based Computational Imaging Systems

no code implementations30 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.

Image Reconstruction

Representing Domain-Mixing Optical Degradation for Real-World Computational Aberration Correction via Vector Quantization

1 code implementation15 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.

Quantization Unsupervised Domain Adaptation

FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous Driving

1 code implementation14 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).

Autonomous Driving Optical Flow Estimation +1

Semi-supervised multi-view concept decomposition

no code implementations3 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.

Clustering Representation Learning

Minimalist and High-Quality Panoramic Imaging with PSF-aware Transformers

1 code implementation22 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.

Super-Resolution

Computational Imaging for Machine Perception: Transferring Semantic Segmentation beyond Aberrations

1 code implementation21 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.

Scene Understanding Semantic Segmentation +1

Beyond the Field-of-View: Enhancing Scene Visibility and Perception with Clip-Recurrent Transformer

3 code implementations21 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.

Autonomous Vehicles object-detection +4

Bear the Query in Mind: Visual Grounding with Query-conditioned Convolution

no code implementations18 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.

Visual Grounding

Annular Computational Imaging: Capture Clear Panoramic Images through Simple Lens

1 code implementation13 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.

Image Restoration

DGSVis: Visual Analysis of Hierarchical Snapshots in Dynamic Graph

1 code implementation26 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.

Infrared Image Super-Resolution via Heterogeneous Convolutional WGAN

no code implementations2 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.

Image Super-Resolution Infrared image super-resolution

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