most citedBridge 2D-3D: Uncertainty-aware Hierarchical Registration Network with Domain Alignment

5 citations · 5 across the 8 of their papers we have counts for

collaborators

9 papers

cs.CV2026

Adversarial Attacks Already Tell the Answer: Directional Bias-Guided Test-time Defense for Vision-Language Models

Liangsheng Liu, Si Chen, Jiamin Wu +5

Vision-Language Models (VLMs), such as CLIP, have shown strong zero-shot generalization but remain highly vulnerable to adversarial perturbations, posing serious risks in real-worl…

cs.CV2026

FS-I2P:A Hierarchical Focus-Sweep Registration Network with Dynamically Allocated Depth

Zhixin Cheng, Yujia Chen, Xujing Tao +4

Image-to-point cloud registration is often challenged by viewpoint changes, cross-modal discrepancies, and repetitive textures, which induce scale ambiguity and consequently lead t…

cs.CV2026

Sat3R: Satellite DSM Reconstruction via RPC-Aware Depth Fine-tuning

Qiaoyi Yang, Chaoyi Zhou, Xi Liu +9

Accurate Digital Surface Model (DSM) reconstruction from satellite imagery is critical for applications such as disaster response, urban planning, and large-scale geographic mappin…

cs.CV2026

GLASS: Geometry-aware Local Alignment and Structure Synchronization Network for 2D-3D Registration

Zhixin Cheng, Jiacheng Deng, Xinjun Li +5

Image-to-point cloud registration methods typically follow a coarse-to-fine pipeline, extracting patch-level correspondences and refining them into dense pixel-to-point matches. Ho…

cs.CV2026

GeoGuide: Hierarchical Geometric Guidance for Open-Vocabulary 3D Semantic Segmentation

Xujing Tao, Chuxin Wang, Yubo Ai +8

Open-vocabulary 3D semantic segmentation aims to segment arbitrary categories beyond the training set. Existing methods predominantly rely on distilling knowledge from 2D open-voca…

cs.CV2026

VCR: Variance-Driven Channel Recalibration for Robust Low-Light Enhancement

Zhixin Cheng, Fangwen Zhang, Xiaotian Yin +2

Most sRGB-based LLIE methods suffer from entangled luminance and color, while the HSV color space offers insufficient decoupling at the cost of introducing significant red and blac…

cs.CV2025

Adaptive Agent Selection and Interaction Network for Image-to-point cloud Registration

Zhixin Cheng, Xiaotian Yin, Jiacheng Deng +5

Typical detection-free methods for image-to-point cloud registration leverage transformer-based architectures to aggregate cross-modal features and establish correspondences. Howev…

cs.CV2025

CA-I2P: Channel-Adaptive Registration Network with Global Optimal Selection

Zhixin Cheng, Jiacheng Deng, Xinjun Li +5

Detection-free methods typically follow a coarse-to-fine pipeline, extracting image and point cloud features for patch-level matching and refining dense pixel-to-point corresponden…

cs.CV2025★ 5 cited

Bridge 2D-3D: Uncertainty-aware Hierarchical Registration Network with Domain Alignment

Zhixin Cheng, Jiacheng Deng, Xinjun Li +2

The method for image-to-point cloud registration typically determines the rigid transformation using a coarse-to-fine pipeline. However, directly and uniformly matching image patch…