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INet: Convolutional Networks for Biomedical Image Segmentation

https://doi.org/10.1109/access.2021.3053408
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Outgoing claims: the papers this work cites, builds on, or argues with.

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U-Net: Convolutional Networks for Biomedical Image Segmentation
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Stacked Hourglass Networks for Human Pose Estimation
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The Importance of Skip Connections in Biomedical Image Segmentation
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Changes in Splenic Volume during Liver Regeneration
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A Review of the Economic Burden of Glioblastoma and the Cost Effectiveness of Pharmacologic Treatments
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The Liver Tumor Segmentation Benchmark (LiTS)
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MultiResUNet : Rethinking the U-Net architecture for multimodal biomedical image segmentation
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Deep learning
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HyperNet: Towards Accurate Region Proposal Generation and Joint Object Detection
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Large Kernel Matters — Improve Semantic Segmentation by Global Convolutional Network
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Densely Connected Convolutional Networks
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Deep High-Resolution Representation Learning for Human Pose Estimation
inferredcites →https://doi.org/10.1109/cvprw.2017.156openalex-snapshot
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation
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Automated gland and nuclei segmentation for grading of prostate and breast cancer histopathology
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Skin lesion analysis toward melanoma detection: A challenge at the 2017 International symposium on biomedical imaging (ISBI), hosted by the international skin imaging collaboration (ISIC)
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Improved Automatic Detection and Segmentation of Cell Nuclei in Histopathology Images
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Lung Segmentation in Chest Radiographs Using Anatomical Atlases With Nonrigid Registration
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Comparative Validation of Polyp Detection Methods in Video Colonoscopy: Results From the MICCAI 2015 Endoscopic Vision Challenge
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H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation From CT Volumes
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Robust Object Recognition with Cortex-Like Mechanisms
inferredcites →https://doi.org/10.1109/tpami.2015.2389824openalex-snapshot
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition
inferredcites →https://doi.org/10.1109/tpami.2016.2644615openalex-snapshot
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
inferredcites →https://doi.org/10.1111/hpb.12056openalex-snapshot
Mechanisms of splenic hypertrophy following hepatic resection
inferredcites →https://doi.org/10.1145/3065386openalex-snapshot
ImageNet classification with deep convolutional neural networks
inferredcites →https://doi.org/10.1155/2017/9283480openalex-snapshot
Low-Grade Glioma Segmentation Based on CNN with Fully Connected CRF
inferredcites →https://doi.org/10.1184/r1/6604925openalex-snapshot
Distributed representations
inferredcites →https://doi.org/10.1371/journal.pone.0140381openalex-snapshot
Enhanced Performance of Brain Tumor Classification via Tumor Region Augmentation and Partition
inferredcites →https://doi.org/10.1609/aaai.v31i1.11231openalex-snapshot
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Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
inferredcites →https://doi.org/10.48550/arxiv.1409.1556openalex-snapshot
Very Deep Convolutional Networks for Large-Scale Image Recognition
inferredcites →https://doi.org/10.48550/arxiv.1506.04579openalex-snapshot
ParseNet: Looking Wider to See Better
inferredcites →https://doi.org/10.48550/arxiv.1603.07285openalex-snapshot
A guide to convolution arithmetic for deep learning
inferredcites →https://doi.org/10.48550/arxiv.1605.07716openalex-snapshot
Deeply-Fused Nets
inferredcites →https://doi.org/10.48550/arxiv.1701.04128openalex-snapshot
Understanding the Effective Receptive Field in Deep Convolutional Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1706.05587openalex-snapshot
Rethinking Atrous Convolution for Semantic Image Segmentation
inferredcites →https://doi.org/10.48550/arxiv.1902.09063openalex-snapshot
A large annotated medical image dataset for the development and evaluation of segmentation algorithms

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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AVINet: adaptive variational iteration network for low light image enhancement
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Smart healthcare: fusion of multimodal medical signals
inferred← citeshttps://doi.org/10.1016/b978-0-443-34017-8.00011-9openalex-snapshot
Case studies
inferred← citeshttps://doi.org/10.1016/j.addma.2024.104591openalex-snapshot
A mean–variance estimation bidirectional convolutional long short-term memory surrogate model predicting residual stress and model error for laser powder bed fusion
inferred← citeshttps://doi.org/10.1016/j.adro.2022.101085openalex-snapshot
Automated Brain Metastases Segmentation With a Deep Dive Into False-positive Detection
inferred← citeshttps://doi.org/10.1016/j.aej.2021.04.072openalex-snapshot
Automatic polyp detection and segmentation using shuffle efficient channel attention network
inferred← citeshttps://doi.org/10.1016/j.aiia.2026.05.001openalex-snapshot
Zero-shot crop segmentation via 3D depth-aware vision pipeline using unsupervised clustering
inferred← citeshttps://doi.org/10.1016/j.aquaeng.2022.102299openalex-snapshot
Impact evaluation of deep learning on image segmentation for automatic bluefin tuna sizing
inferred← citeshttps://doi.org/10.1016/j.artmed.2026.103405openalex-snapshot
PDAFormer 3+: A full-scale connected modified transformer with parallel dual attention for 3D medical image segmentation
inferred← citeshttps://doi.org/10.1016/j.asoc.2022.109837openalex-snapshot
Ultrasmall fully-convolution GVA-net for point cloud processing
inferred← citeshttps://doi.org/10.1016/j.asoc.2024.111749openalex-snapshot
Information fusion-based Bayesian optimized heterogeneous deep ensemble model based on longitudinal neuroimaging data
inferred← citeshttps://doi.org/10.1016/j.asoc.2026.115485openalex-snapshot
ModuleCNN: A modular framework for unified CNN architecture and hyperparameter optimization via metaheuristics in image classification
inferred← citeshttps://doi.org/10.1016/j.atech.2024.100520openalex-snapshot
Estimating body weight of caged sea cucumbers (Apostichopus japonicus) using an underwater time-lapse camera and image analysis by semantic segmentation
inferred← citeshttps://doi.org/10.1016/j.autcon.2021.103892openalex-snapshot
Deep-learning-based visual data analytics for smart construction management
inferred← citeshttps://doi.org/10.1016/j.biocon.2026.112127openalex-snapshot
Dirt road density increased markedly since the 1970s in the Daurian grasslands
inferred← citeshttps://doi.org/10.1016/j.biosystemseng.2025.02.007openalex-snapshot
Early detection of downy mildew in vineyards using deep neural networks for semantic segmentation
inferred← citeshttps://doi.org/10.1016/j.bspc.2024.106850openalex-snapshot
Multi-GlaucNet: A multi-task model for optic disc segmentation, blood vessel segmentation and glaucoma detection
inferred← citeshttps://doi.org/10.1016/j.bspc.2024.106975openalex-snapshot
Temporal variational autoencoder model for in-hospital clinical emergency prediction
inferred← citeshttps://doi.org/10.1016/j.bspc.2025.107762openalex-snapshot
MitoSkel: AI tool for semantic segmentation and quantification of mitochondria from light microscopy images
inferred← citeshttps://doi.org/10.1016/j.bspc.2025.108857openalex-snapshot
CrossVesselNet: A one-shot retinal vessel segmentation Net
inferred← citeshttps://doi.org/10.1016/j.bspc.2026.109658openalex-snapshot
Adaptive and efficient deep learning model for automated ischemic stroke lesion segmentation
inferred← citeshttps://doi.org/10.1016/j.bspc.2026.110003openalex-snapshot
AI-based framework pipeline for stromal tumor infiltrating lymphocytes quantification in H&E stained breast cancer histopathological images
inferred← citeshttps://doi.org/10.1016/j.bspc.2026.110417openalex-snapshot
MARSeg: A Multimodal Adaptive-Resolution Segmentation framework for brain MRI
inferred← citeshttps://doi.org/10.1016/j.cageo.2021.105018openalex-snapshot
Segmentation of ore and waste rocks in borehole images using the multi-module densely connected U-net
inferred← citeshttps://doi.org/10.1016/j.celrep.2026.116966openalex-snapshot
Unveiling hidden variables in stressed bacteria
inferred← citeshttps://doi.org/10.1016/j.cels.2025.101261openalex-snapshot
Combining spatial transcriptomics and ECM imaging in 3D for mapping cellular interactions in the tumor microenvironment
inferred← citeshttps://doi.org/10.1016/j.cmpb.2022.107208openalex-snapshot
A novel multi-atlas segmentation approach under the semi-supervised learning framework: Application to knee cartilage segmentation
inferred← citeshttps://doi.org/10.1016/j.cmpb.2022.107314openalex-snapshot
Automatic generation of artificial images of leukocytes and leukemic cells using generative adversarial networks (syntheticcellgan)
inferred← citeshttps://doi.org/10.1016/j.cmpb.2026.109676openalex-snapshot
A frequency-driven method for retinal vessel segmentation
inferred← citeshttps://doi.org/10.1016/j.cognition.2023.105406openalex-snapshot
Commonsense psychology in human infants and machines
inferred← citeshttps://doi.org/10.1016/j.compag.2021.106624openalex-snapshot
Mark-Spectra: A convolutional neural network for quantitative spectral analysis overcoming spatial relationships
inferred← citeshttps://doi.org/10.1016/j.compag.2024.109560openalex-snapshot
MRSU2Net: A novel method for semantic segmentation of group lettuce from individual Objectives to group Objectives
inferred← citeshttps://doi.org/10.1016/j.compag.2025.110172openalex-snapshot
Precise Tomato Ripeness Estimation and Yield Prediction using Transformer Based Segmentation-SegLoRA
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2021.104697openalex-snapshot
Applications of deep learning techniques for automated multiple sclerosis detection using magnetic resonance imaging: A review
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2022.105806openalex-snapshot
A dual-stage deep convolutional neural network for automatic diagnosis of COVID-19 and pneumonia from chest CT images
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2022.105941openalex-snapshot
Brain stroke classification and segmentation using encoder-decoder based deep convolutional neural networks
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2022.106343openalex-snapshot
HWA-SegNet: Multi-channel skin lesion image segmentation network with hierarchical analysis and weight adjustment
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2023.107484openalex-snapshot
Tailoring pretext tasks to improve self-supervised learning in histopathologic subtype classification of lung adenocarcinomas
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2023.107793openalex-snapshot
m5UMCB: Prediction of RNA 5-methyluridine sites using multi-scale convolutional neural network with BiLSTM
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2024.108167openalex-snapshot
Automatic bright-field smear microscopy for diagnosis of pulmonary tuberculosis
inferred← citeshttps://doi.org/10.1016/j.compositesb.2026.114150openalex-snapshot
Recent progress in machine learning strategies in designing, synthesizing and characterizing new age metal matrix composites
inferred← citeshttps://doi.org/10.1016/j.crad.2024.06.006openalex-snapshot
Label-free differentiation of pancreatic pathologies from normal pancreas utilizing end-to-end three-dimensional multimodal networks on CT
inferred← citeshttps://doi.org/10.1016/j.displa.2024.102708openalex-snapshot
Visual-guided scene-aware audio generation method based on hierarchical feature codec and rendering decision
inferred← citeshttps://doi.org/10.1016/j.displa.2024.102929openalex-snapshot
Graph confidence intercalibration network for intracranial aneurysm lesion instance segmentation in DSA
inferred← citeshttps://doi.org/10.1016/j.displa.2025.103032openalex-snapshot
Machine learning for anterior cruciate ligament and meniscus analysis in knee MRI: A comprehensive review
inferred← citeshttps://doi.org/10.1016/j.displa.2025.103225openalex-snapshot
Review of deep learning-based segmentation methods: Popular approaches, literature gaps, and opportunities
inferred← citeshttps://doi.org/10.1016/j.dsp.2023.104221openalex-snapshot
DMNet: Dynamic Memory Network for RGB-D Salient Object Detection
inferred← citeshttps://doi.org/10.1016/j.dsp.2024.104614openalex-snapshot
Road marking defect detection based on CFG_SI_YOLO network
inferred← citeshttps://doi.org/10.1016/j.dsp.2025.105167openalex-snapshot
IDCNet: iterative dual-channel network for camouflaged object detection
inferred← citeshttps://doi.org/10.1016/j.ecolind.2023.110086openalex-snapshot
Comparison between three convolutional neural networks for local climate zone classification using Google Earth Images: A case study of the Fujian Delta in China
inferred← citeshttps://doi.org/10.1016/j.eij.2025.100702openalex-snapshot
Federated learning-based semantic segmentation framework for sustainable development
inferred← citeshttps://doi.org/10.1016/j.ejmp.2023.103184openalex-snapshot
Deep learning enables time-efficient soft tissue enhancement in CBCT: Proof-of-concept study for dentomaxillofacial applications
inferred← citeshttps://doi.org/10.1016/j.energy.2024.133186openalex-snapshot
A time patch dynamic attention transformer for enhanced well production forecasting in complex oilfield operations
inferred← citeshttps://doi.org/10.1016/j.energy.2025.139211openalex-snapshot
A novel evolutionary ensemble model to forecast hourly global horizontal irradiance under various climatic zones
inferred← citeshttps://doi.org/10.1016/j.eng.2023.09.023openalex-snapshot
A Deep-Learning and Transfer-Learning Hybrid Aerosol Retrieval Algorithm for FY4-AGRI: Development and Verification over Asia
inferred← citeshttps://doi.org/10.1016/j.engappai.2023.106743openalex-snapshot
Hierarchical attention aggregation with multi-resolution feature learning for GAN-based underwater image enhancement
inferred← citeshttps://doi.org/10.1016/j.engappai.2024.109292openalex-snapshot
Unmasking colorectal cancer: A high-performance semantic network for polyp and surgical instrument segmentation
inferred← citeshttps://doi.org/10.1016/j.engappai.2025.110507openalex-snapshot
An image segmentation method for solid-liquid separation on shale shaker based on an improved U2Net
inferred← citeshttps://doi.org/10.1016/j.engappai.2025.110633openalex-snapshot
Synthetic data-augmented explainable Vision Transformer for colorectal cancer diagnosis via surface tactile imaging
inferred← citeshttps://doi.org/10.1016/j.engappai.2026.116075openalex-snapshot
ChatEvac: End-to-End automation assessment for building evacuation safety based on large language and diffusion models
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.128618openalex-snapshot
Dual-task hierarchical feature refinement and fusion network for precise segmentation of surgical tools and polyps in endoscopy
inferred← citeshttps://doi.org/10.1016/j.ijleo.2022.169565openalex-snapshot
Image and video dehazing based on transmission estimation and refinement using Jaya algorithm
inferred← citeshttps://doi.org/10.1016/j.ijmecsci.2025.110861openalex-snapshot
A monitoring framework for predicting laser directed energy deposition property
inferred← citeshttps://doi.org/10.1016/j.isci.2024.109653openalex-snapshot
Facilitating clinically relevant skin tumor diagnostics with spectroscopy-driven machine learning
inferred← citeshttps://doi.org/10.1016/j.jag.2022.102877openalex-snapshot
Improving field boundary delineation in ResUNets via adversarial deep learning
inferred← citeshttps://doi.org/10.1016/j.jag.2023.103180openalex-snapshot
Building change detection using the parallel spatial-channel attention block and edge-guided deep network
inferred← citeshttps://doi.org/10.1016/j.jag.2025.104786openalex-snapshot
GeoAI-Driven mapping of urban rooftop Photovoltaics: A sustainable energy framework for Karachi, Pakistan
inferred← citeshttps://doi.org/10.1016/j.jfutfo.2022.03.004openalex-snapshot
Therapeutic effect of ketogenic diet treatment on type 2 diabetes
inferred← citeshttps://doi.org/10.1016/j.jnucmat.2022.154219openalex-snapshot
Microstructural heterogeneity of the buffer layer of TRISO nuclear fuel particles
inferred← citeshttps://doi.org/10.1016/j.jvcir.2022.103748openalex-snapshot
AMSFF-Net: Attention-Based Multi-Stream Feature Fusion Network for Single Image Dehazing
inferred← citeshttps://doi.org/10.1016/j.knosys.2026.115414openalex-snapshot
RAATrack: Reliable appearance aggregation for video-level multimodal tracking
inferred← citeshttps://doi.org/10.1016/j.matchar.2021.111638openalex-snapshot
Deep Learning for automated phase segmentation in EBSD maps. A case study in Dual Phase steel microstructures
inferred← citeshttps://doi.org/10.1016/j.matchar.2024.114532openalex-snapshot
A soft scanning electron microscopy for efficient segmentation of alloy microstructures based on a new self-supervised pre-training deep learning network
inferred← citeshttps://doi.org/10.1016/j.matchar.2025.115486openalex-snapshot
Microstructure segmentation and quantitative study of hot-rolled strip steel based on deep learning and SAM big model
inferred← citeshttps://doi.org/10.1016/j.matdes.2025.114475openalex-snapshot
Predicting the mechanical behavior in FDM printing of biopolymers through boosting artificial neural networks
inferred← citeshttps://doi.org/10.1016/j.matt.2021.11.019openalex-snapshot
Leveraging cryogenic electron microscopy for advancing battery design
inferred← citeshttps://doi.org/10.1016/j.measen.2023.100998openalex-snapshot
Residual learning for segmentation of the medical images in healthcare
inferred← citeshttps://doi.org/10.1016/j.measurement.2024.116557openalex-snapshot
Multimodal geometric AutoEncoder (MGAE) for rail fasteners tightness evaluation with point clouds & monocular depth fusion
inferred← citeshttps://doi.org/10.1016/j.medntd.2023.100248openalex-snapshot
Computer-aided recognition and assessment of a porous bioelastomer in ultrasound images for regenerative medicine applications
inferred← citeshttps://doi.org/10.1016/j.neucom.2024.128531openalex-snapshot
Automatic delineation and prognostic assessment of head and neck tumor lesion in multi-modality positron emission tomography / computed tomography images based on deep learning: A survey
inferred← citeshttps://doi.org/10.1016/j.nexres.2025.100465openalex-snapshot
Improving liver cancer diagnosis: A multifaceted approach to automated liver tumor identification in ultrasound scans
inferred← citeshttps://doi.org/10.1016/j.nexres.2026.101360openalex-snapshot
Segmentation method comparison for residual fiber length measurement across tiled microscopy images
inferred← citeshttps://doi.org/10.1016/j.nxmate.2026.102641openalex-snapshot
Deep learning-based surrogate model for generation of wood microstructures
inferred← citeshttps://doi.org/10.1016/j.oooo.2026.01.012openalex-snapshot
MorphMaskFormer: a transformer-based deep segmentation model for multi-class Demirjian stage estimation from panoramic radiographs
inferred← citeshttps://doi.org/10.1016/j.optlaseng.2021.106819openalex-snapshot
Single shot real-time high-resolution imaging through dynamic turbid media based on deep learning
inferred← citeshttps://doi.org/10.1016/j.patcog.2025.112339openalex-snapshot
DiffTrajectory: Mitigating cumulative errors and enhancing inference efficiency in diffusion-based trajectory prediction
inferred← citeshttps://doi.org/10.1016/j.procir.2023.03.065openalex-snapshot
Recognition of drilling-induced defects in Fiber Reinforced Polymers using Machine Learning
inferred← citeshttps://doi.org/10.1016/j.procs.2021.11.084openalex-snapshot
Deformation Fringes Detection in SAR interferograms Using Deep Learning
inferred← citeshttps://doi.org/10.1016/j.procs.2023.01.299openalex-snapshot
Benchmarking Deep Learning models and hyperparameters for Bridge Defects Classification
inferred← citeshttps://doi.org/10.1016/j.procs.2025.03.278openalex-snapshot
Advancing Urban Analysis through Joint Rooftop Segmentation and Building Height Estimation
inferred← citeshttps://doi.org/10.1016/j.rsase.2022.100870openalex-snapshot
Glacier retreat in Himachal from 1994 to 2021 using deep learning
inferred← citeshttps://doi.org/10.1016/j.rsase.2023.101036openalex-snapshot
Google Earth Engine app using Sentinel 1 SAR and deep learning for ocean seep methane detection and monitoring
inferred← citeshttps://doi.org/10.1016/j.rsma.2025.104065openalex-snapshot
Advancing underwater binary image segmentation with PDBU-Net: A progressive approach to feature extraction and accuracy improvement
inferred← citeshttps://doi.org/10.1016/j.scitotenv.2024.173843openalex-snapshot
The use of artificial intelligence algorithms to detect macroplastics in aquatic environments: A critical review
inferred← citeshttps://doi.org/10.1016/j.scs.2022.104181openalex-snapshot
Autonomous urban topology generation for urban flow modelling
inferred← citeshttps://doi.org/10.1016/j.solmat.2025.113974openalex-snapshot
Deep learning-based fully automatic system for segmentation and defect classification of the solar modules using electroluminescence images
inferred← citeshttps://doi.org/10.1016/j.tws.2024.112058openalex-snapshot
Advances in resin matrix composite fan blades for aircraft engines: A review
inferred← citeshttps://doi.org/10.1016/j.tws.2025.113262openalex-snapshot
Impact resistance of 3D woven fabrics and composites: A review
inferred← citeshttps://doi.org/10.1016/j.ultras.2024.107439openalex-snapshot
Discrimination of doubled acoustic emission events using neural networks
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