Unsupervised Domain Adaptation (UDA) is essential for deploying medical segmentation models across diverse clinical environments. Existing methods are fundamentally limited, suffering from semantically unaware feature alignment that results in poor d... read more
Synthetic hyperspectral image (HSI) generation is essential for large-scale simulation, algorithm development, and mission design, yet traditional radiative transfer models remain computationally expensive and often limited to spectrum-level outputs.... read more
The pruning of 3D Gaussian splats is essential for reducing their complexity to enable efficient storage, transmission, and downstream processing. However, most of the existing pruning strategies depend on camera parameters, rendered images, or view-... read more
Quantitative disease severity scoring in medical imaging is costly, time-consuming, and subject to inter-reader variability. At the same time, clinical archives contain far more longitudinal imaging data than expert-annotated severity scores. Existin... read more
Subject-driven image generation is increasingly expected to support fine-grained control over multiple entities within a single image. In multi-reference workflows, users may provide several subject images, a background reference, and long, entity-in... read more
The rapid iteration and widespread dissemination of deepfake technology have posed severe challenges to information security, making robust and generalizable detection of AI-generated forged images increasingly important. In this paper, we propose Fe... read more
Food research international (Ottawa, Ont.)
Mar 23, 2026
Fish collagen, mainly derived from by-products of fish processing, such as skin, bones, and swim bladders, possesses significant economic value. However, its poor gel stability severely restricts its applications in the food industry. This review sum... read more
This article presents a Prairie-wide spatial vector dataset of agricultural field boundaries across Alberta, Saskatchewan, and Manitoba, Canada. The dataset was generated from Sentinel-2 Level-2A surface reflectance imagery (10 m spatial resolution) ... read more
Melanoma represents a highly aggressive malignancy that poses persistent challenges for clinical diagnosis and treatment. Although surgical intervention remains the primary therapeutic approach, the potential risk of postoperative recurrence and surg... read more
Neural networks : the official journal of the International Neural Network Society
Mar 23, 2026
Graph-based deep multi-view clustering has recently emerged as a prominent research paradigm, driven by its efficacy in modeling nonlinear feature relationships. However, two critical limitations persist in existing approaches: (1) They exhibit high ... read more
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