BTSegDiff: Brain tumor segmentation based on multimodal MRI Dynamically guided diffusion probability model - Qin, Jiacheng; Xu, Dan; Zhang, Hao; Xiong, Zhaoyu; Yuan, Yejing; He, Kangjian (Computers in biology and medicine, 2025)
Keywords: Accuracy; Algorithms; Automation; Brain; Brain cancer; Brain Neoplasms - diagnostic imaging; Brain tumor segmentation; Brain tumors; Coders; Datasets; Deep learning; Design; Diffusion probabilistic model; Euclidean geometry; Feature extraction; Gaussian process; Humans; Image Interpretation, Computer-Assisted - methods; Image processing; Image Processing, Computer-Assisted - methods; Image segmentation; Information processing; Internal Medicine; Magnetic resonance imaging; Magnetic Resonance Imaging - methods; Medical imaging; Modules; Multimodal Imaging; Multimodal MRI; Neuroimaging; Noise reduction; Other; Random noise; Sampling; Segmentation; Sensory integration; Tumors; Uncertainty; Uncertainty sampling; Diffusion probabilistic model; Brain tumor segmentation; Uncertainty sampling; Multimodal MRI