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20242026
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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.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.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…