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FTMF-net: A Fourier transform-multiscale feature fusion network for segmentation of small polyp objects
The detection and resection of small polyp objects in colonoscopy images are of great
significance for the prevention of colorectal cancer (CRC). At present, blurred edges …
significance for the prevention of colorectal cancer (CRC). At present, blurred edges …
A novel deep network with triangular-star spatial–spectral fusion encoding and entropy-aware double decoding for coronary artery segmentation
Coronary artery segmentation is a crucial prerequisite for computer-aided diagnosis of
coronary artery disease (CAD). However, this task remains challenging due to the intricate …
coronary artery disease (CAD). However, this task remains challenging due to the intricate …
SME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-Supervised Polyp Segmentation
Fully-supervised polyp segmentation has accomplished significant triumphs over the years
in advancing the early diagnosis of colorectal cancer. However, label-efficient solutions from …
in advancing the early diagnosis of colorectal cancer. However, label-efficient solutions from …
Frontiers in intelligent colonoscopy
Colonoscopy is currently one of the most sensitive screening methods for colorectal cancer.
This study investigates the frontiers of intelligent colonoscopy techniques and their …
This study investigates the frontiers of intelligent colonoscopy techniques and their …
Adaptive frequency learning network with anti-aliasing complex convolutions for colon diseases subtypes
The automatic and dependable identification of colonic disease subtypes by colonoscopy is
crucial. Once successful, it will facilitate clinically more in-depth disease staging analysis …
crucial. Once successful, it will facilitate clinically more in-depth disease staging analysis …
UCFNNet: Ulcerative colitis evaluation based on fine-grained lesion learner and noise suppression gating
H Li, Z Wang, Z Guan, J Miao, W Li, P Yu… - Computer Methods and …, 2024 - Elsevier
Abstract Background and Objective Ulcerative colitis (UC) is a chronic disease characterized
by recurrent symptoms and significant morbidity. The exact cause of the disease remains …
by recurrent symptoms and significant morbidity. The exact cause of the disease remains …
Dynamic spectrum-driven hierarchical learning network for polyp segmentation
Accurate automatic polyp segmentation in colonoscopy is crucial for the prompt prevention
of colorectal cancer. However, the heterogeneous nature of polyps and differences in …
of colorectal cancer. However, the heterogeneous nature of polyps and differences in …
TSdetector: Temporal–Spatial self-correction collaborative learning for colonoscopy video detection
CNN-based object detection models that strike a balance between performance and speed
have been gradually used in polyp detection tasks. Nevertheless, accurately locating polyps …
have been gradually used in polyp detection tasks. Nevertheless, accurately locating polyps …
Polyp-DAM: Polyp segmentation via depth anything model
Recently, large models (Segment Anything model) came on the scene to provide a new
baseline for polyp segmentation tasks. This demonstrates that large models with a sufficient …
baseline for polyp segmentation tasks. This demonstrates that large models with a sufficient …
Universal Medical Image Representation Learning with Compositional Decoders
Visual-language models have advanced the development of universal models, yet their
application in medical imaging remains constrained by specific functional requirements and …
application in medical imaging remains constrained by specific functional requirements and …