activity
20232026
most citedDual Degradation Representation for Joint Deraining and Low-Light Enhancement in the Dark

4 citations · 4 across the 17 of their papers we have counts for

collaborators

17 papers

cs.RO2026

Unordered Landmark Visual Navigation

Hao Ren, Junzhe Zhu, Yihan Li +8

Image-goal navigation is a fundamental capability for embodied AI, yet its practical deployment is strained by strong prior assumptions. Existing methods predominantly rely on temp…

cs.CV2026

PanoWorld: Real-World Panoramic Generation

Haoyuan Li, Dizhe Zhang, Yuemei Zhou +7

In this work, we aim to address the challenge of long-range memory in panoramic world models by exploiting the rotation-equivariant property of omnidirectional representations, whe…

cs.CV2026

Geometry and Gradient-based Partitioning for Panoramic Outdoor Reconstruction

Weijian Chen, Weibo Yao, Yuhang Zhang +7

Scaling 3D Gaussian Splatting (3DGS) to large outdoor scenes is costly in both data acquisition and computation. Adopting panoramic images with equirectangular projection (ERP) can…

cs.RO2026

Fisher-Preserving Guidance: Training-Free Manifold Constraints for Safe Diffusion Control

Hao Ren, Zetong Bi, Yiming Zeng +5

Diffusion models are effective for waypoint prediction in visual navigation, but standard sampling and test time guidance can produce unreliable or inefficient trajectories when up…

cs.CV2026

STRNet: Visual Navigation with Spatio-Temporal Representation through Dynamic Graph Aggregation

Hao Ren, Zetong Bi, Yiming Zeng +3

Visual navigation requires the robot to reach a specified goal such as an image, based on a sequence of first-person visual observations. While recent learning-based approaches hav…

cs.RO2026

Fly360: Omnidirectional Obstacle Avoidance within Drone View

Xiangkai Zhang, Dizhe Zhang, WenZhuo Cao +5

Obstacle avoidance in unmanned aerial vehicles (UAVs), as a fundamental capability, has gained increasing attention with the growing focus on spatial intelligence. However, current…

cs.CV2026

MOSIV: Multi-Object System Identification from Videos

Chunjiang Liu, Xiaoyuan Wang, Qingran Lin +9

We introduce the challenging problem of multi-object system identification from videos, for which prior methods are ill-suited due to their focus on single-object scenes or discret…

cs.CV2026

SLER-IR: Spherical Layer-wise Expert Routing for All-in-One Image Restoration

Peng Shurui, Xin Lin, Shi Luo +5

Image restoration under diverse degradations remains challenging for unified all-in-one frameworks due to feature interference and insufficient expert specialization. We propose SL…

cs.CV2025

Depth Any Panoramas: A Foundation Model for Panoramic Depth Estimation

Xin Lin, Meixi Song, Dizhe Zhang +6

In this work, we present a panoramic metric depth foundation model that generalizes across diverse scene distances. We explore a data-in-the-loop paradigm from the view of both dat…

cs.CV2025

AirSim360: A Panoramic Simulation Platform within Drone View

Xian Ge, Yuling Pan, Yuhang Zhang +12

The field of 360-degree omnidirectional understanding has been receiving increasing attention for advancing spatial intelligence. However, the lack of large-scale and diverse data…

cs.CV2025

DGS: Depth-and-Density Guided Gaussian Splatting for Stable and Accurate Sparse-View Reconstruction

Meixi Song, Xin Lin, Dizhe Zhang +4

Recent advances in 3D Gaussian Splatting (3DGS) enable real-time, high-fidelity novel view synthesis (NVS) with explicit 3D representations. However, performance degradation and in…

cs.CV2025

PANORAMA: The Rise of Omnidirectional Vision in the Embodied AI Era

Xu Zheng, Chenfei Liao, Ziqiao Weng +12

Omnidirectional vision, using 360-degree vision to understand the environment, has become increasingly critical across domains like robotics, industrial inspection, and environment…

cs.CV2025

One Flight Over the Gap: A Survey from Perspective to Panoramic Vision

Xin Lin, Xian Ge, Dizhe Zhang +8

Driven by the demand for spatial intelligence and holistic scene perception, omnidirectional images (ODIs), which provide a complete 360\textdegree{} field of view, are receiving g…

cs.CV2025

RobuRCDet: Enhancing Robustness of Radar-Camera Fusion in Bird's Eye View for 3D Object Detection

Jingtong Yue, Zhiwei Lin, Xin Lin +5

While recent low-cost radar-camera approaches have shown promising results in multi-modal 3D object detection, both sensors face challenges from environmental and intrinsic disturb…

cs.RO2025

UMC: Unified Resilient Controller for Legged Robots with Joint Malfunctions

Yu Qiu, Xin Lin, Jingbo Wang +3

Adaptation to unpredictable damages is crucial for autonomous legged robots, yet existing methods based on multi-policy or meta-learning frameworks face challenges like limited gen…

cs.CV2024

Re-boosting Self-Collaboration Parallel Prompt GAN for Unsupervised Image Restoration

Xin Lin, Yuyan Zhou, Jingtong Yue +4

Unsupervised restoration approaches based on generative adversarial networks (GANs) offer a promising solution without requiring paired datasets. Yet, these GAN-based approaches st…

eess.IV2023★ 4 cited

Dual Degradation Representation for Joint Deraining and Low-Light Enhancement in the Dark

Xin Lin, Jingtong Yue, Sixian Ding +3

Rain in the dark poses a significant challenge to deploying real-world applications such as autonomous driving, surveillance systems, and night photography. Existing low-light enha…