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20242026
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cs.CV2026

PulseMind: A Multi-Modal Medical Model for Real-World Clinical Diagnosis

Jiao Xu, Junwei Liu, Jiangwei Lao +9

Recent advances in medical multi-modal models focus on specialized image analysis like dermatology, pathology, or radiology. However, they do not fully capture the complexity of re…

cs.CV2025

Cross-View Geo-Localization with Street-View and VHR Satellite Imagery in Decentrality Settings

Panwang Xia, Lei Yu, Yi Wan +12

Cross-View Geo-Localization tackles the challenge of image geo-localization in GNSS-denied environments, including disaster response scenarios, urban canyons, and dense forests, by…

cs.CV2024

HomoMatcher: Dense Feature Matching Results with Semi-Dense Efficiency by Homography Estimation

Xiaolong Wang, Lei Yu, Yingying Zhang +6

Feature matching between image pairs is a fundamental problem in computer vision that drives many applications, such as SLAM. Recently, semi-dense matching approaches have achieved…

cs.CV2024

POA: Pre-training Once for Models of All Sizes

Yingying Zhang, Xin Guo, Jiangwei Lao +7

Large-scale self-supervised pre-training has paved the way for one foundation model to handle many different vision tasks. Most pre-training methodologies train a single model of a…

cs.CV2024

SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding

Junwei Luo, Zhen Pang, Yongjun Zhang +8

Remote Sensing Large Multi-Modal Models (RSLMMs) are developing rapidly and showcase significant capabilities in remote sensing imagery (RSI) comprehension. However, due to the lim…

cs.CV2024

Enhancing DETRs Variants through Improved Content Query and Similar Query Aggregation

Yingying Zhang, Chuangji Shi, Xin Guo +4

The design of the query is crucial for the performance of DETR and its variants. Each query consists of two components: a content part and a positional one. Traditionally, the cont…