most citedU-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting

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cs.CV2025

Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation

Lexin Fang, Yunyang Xu, Xiang Ma +2

Deep learning has achieved significant advancements in medical image segmentation, but existing models still face challenges in accurately segmenting lesion regions. The main reaso…

cs.CV2024

Bridging the Modality Gap: Dimension Information Alignment and Sparse Spatial Constraint for Image-Text Matching

Xiang Ma, Xuemei Li, Lexin Fang +1

Many contrastive learning based models have achieved advanced performance in image-text matching tasks. The key of these models lies in analyzing the correlation between image-text…