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Automated segmentation of gastrointestinal organs using the TATIMPA network: a novel robust comparative deep learning approach with integrated multi-pyramidal attention

Davinder Paul Singh, Tathagat Banerjee, K. Punnam Chandar, Vijendra Singh Tanwar, Sudhakar Tummala, Yogendra Narayan, Lakshmi Prasanna Byrapuneni, Ram Singh, Piyush Charan, Debabrata Swain

2025Network Modeling Analysis in Health Informatics and Bioinformatics6 citationsDOI

Topics & Concepts

Deep learningArtificial intelligenceSegmentationJaccard indexComputer scienceGeneralizability theoryDiceSørensen–Dice coefficientRobustness (evolution)PopulationMachine learningConsistency (knowledge bases)Pattern recognition (psychology)ResidualPrecision and recallBenchmarkingInterpretabilityData miningReliability (semiconductor)Image segmentationConvolutional neural networkHealth informaticsImplementationColorectal Cancer Screening and DetectionGastrointestinal Bleeding Diagnosis and TreatmentGastrointestinal motility and disorders
Automated segmentation of gastrointestinal organs using the TATIMPA network: a novel robust comparative deep learning approach with integrated multi-pyramidal attention | Litcius