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20142026
most citedSuperPCA: A Superpixelwise PCA Approach for Unsupervised Feature Extraction of Hyperspectral Imagery

332 citations · 1.5k across the 59 of their papers we have counts for

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10 papers · 1 filter

cs.CV2026

OmniRSI: Taming Latent Diffusion for Unified Multimodal Remote Sensing Image Generation

Hebaixu Wang, Jing Zhang, Haonan Guo +3

Multimodal remote sensing image generation emerges as a promising paradigm for recovering complete and complementary observations from heterogeneous and partially observed remote s…

cs.LG2026

Cross-View Feature Matching: Survey, Benchmarking, and Foundation-Model Perspectives

Songlin Du, Xiaoyong Lu, Zeyu Wu +5

Cross-view feature matching aims to establish reliable correspondences across images with large viewpoint variations. Over the past decade, the field has evolved from task-specific…

cs.CV2026

Robust 3D Alignment of Generative Reconstructions via Partial Monocular Observations

Yuchen Zhang, Luanyuan Dai, Yiwei Wang +7

Aligning generative 3D reconstructions with partial monocular observations is a critical but under-explored challenge in computer vision. This task is inherently ill-posed due to s…

cs.CV2026

AnyMatch: Supercharging Universal Multi-Modal Image Matching with Large-Scale Single-View Images

Meng Yang, Zizhuo Li, Linfeng Tang +2

Multi-modal image matching is essential for visual localization and multi-sensor fusion, but it is hindered by the scarcity of large-scale training data with precise geometric anno…

cs.CV2026

UHD-MFF: Shattering Barriers in Multi-Focus Ultra-High-Definition Image Fusion via Learnable Lookup Tables

Yibing Zhang, Xunpeng Yi, Qinglong Yan +3

With the advancement of imaging technology, ultra-high-definition images have become increasingly essential in modern visual applications. However, existing multi-focus image fusio…

cs.CV2026

Efficient Sparse-to-Dense Visual Localization via Compact Gaussian Scene Representation and Accelerated Dense Pose Estimation

Zizhuo Li, Songchu Deng, Linfeng Tang +1

This letter presents LiteLoc, a novel and efficient localizer built on 3D Gaussian Splatting (3DGS). The previous state-of-the-art (SoTA) sparse-to-dense localizer, STDLoc, has sho…

cs.CV2026

SGMatch: Semantic-Guided Non-Rigid Shape Matching with Flow Regularization

Tianwei Ye, Xiaoguang Mei, Yifan Xia +3

Establishing accurate point-to-point correspondences between non-rigid 3D shapes remains a critical challenge, particularly under non-isometric deformations and topological noise.…

cs.CV2026

Universal Pansharpening Model

Hebaixu Wang, Jing Zhang, Haonan Guo +4

Pansharpening generates the high-resolution multi-spectral (MS) image by integrating spatial details from a texture-rich panchromatic (PAN) image and spectral attributes from a low…

cs.CV2026

Dynamic Frequency Modulation for Controllable Text-driven Image Generation

Tiandong Shi, Ling Zhao, Ji Qi +2

The success of text-guided diffusion models has established a new image generation paradigm driven by the iterative refinement of text prompts. However, modifying the original text…

cs.CV2026

MagicFuse: Single Image Fusion for Visual and Semantic Reinforcement

Hao Zhang, Yanping Zha, Zizhuo Li +2

This paper focuses on a highly practical scenario: how to continue benefiting from the advantages of multi-modal image fusion under harsh conditions when only visible imaging senso…