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Tumor Segmentation

Tumor Segmentation is the task of identifying the spatial location of a tumor. It is a pixel-level prediction where each pixel is classified as a tumor or background. The most popular benchmark for this task is the BraTS dataset. The models are typically evaluated with the Dice Score metric.

Papers

Showing 101150 of 786 papers

TitleStatusHype
AEPL: Automated and Editable Prompt Learning for Brain Tumor Segmentation0
Multi-Layer Feature Fusion with Cross-Channel Attention-Based U-Net for Kidney Tumor Segmentation0
Segmentation of Pediatric Brain Tumors using a Radiologically informed, Deep Learning Cascade0
Gradient Map-Assisted Head and Neck Tumor Segmentation: A Pre-RT to Mid-RT Approach in MRI-Guided RadiotherapyCode0
Two-Stage Approach for Brain MR Image Synthesis: 2D Image Synthesis and 3D Refinement0
SmoothSegNet: A Global-Local Framework for Liver Tumor Segmentation with Clinical KnowledgeInformed Label SmoothingCode0
ONCOPILOT: A Promptable CT Foundation Model For Solid Tumor Evaluation0
Federated brain tumor segmentation: an extensive benchmark0
Optimizing Medical Image Segmentation with Advanced Decoder DesignCode0
Mind the Gap: Promoting Missing Modality Brain Tumor Segmentation with Alignment0
Simulating Dynamic Tumor Contrast Enhancement in Breast MRI using Conditional Generative Adversarial NetworksCode0
Targeted Neural Architectures in Multi-Objective Frameworks for Complete Glioma Characterization from Multimodal MRI0
Multiscale Encoder and Omni-Dimensional Dynamic Convolution Enrichment in nnU-Net for Brain Tumor SegmentationCode1
Sine Wave Normalization for Deep Learning-Based Tumor Segmentation in CT/PET ImagingCode0
multiPI-TransBTS: A Multi-Path Learning Framework for Brain Tumor Image Segmentation Based on Multi-Physical InformationCode0
Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation using Rein to Fine-tune Vision Foundation Models0
Two Stage Segmentation of Cervical Tumors using PocketNet0
Spectral U-Net: Enhancing Medical Image Segmentation via Spectral Decomposition0
AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ SegmentationCode0
Model Ensemble for Brain Tumor Segmentation in Magnetic Resonance ImagingCode0
Cross-Organ Domain Adaptive Neural Network for Pancreatic Endoscopic Ultrasound Image Segmentation0
MSTT-199: MRI Dataset for Musculoskeletal Soft Tissue Tumor SegmentationCode0
Fed-MUnet: Multi-modal Federated Unet for Brain Tumor SegmentationCode1
Leveraging SeNet and ResNet Synergy within an Encoder-Decoder Architecture for Glioma Detection0
SMAFormer: Synergistic Multi-Attention Transformer for Medical Image SegmentationCode1
Exploring Adult Glioma through MRI: A Review of Publicly Available Datasets to Guide Efficient Image Analysis0
Intraoperative Glioma Segmentation with YOLO + SAM for Improved Accuracy in Tumor Resection0
Anatomical Consistency Distillation and Inconsistency Synthesis for Brain Tumor Segmentation with Missing Modalities0
Detection of Under-represented Samples Using Dynamic Batch Training for Brain Tumor Segmentation from MR Images0
MedMAP: Promoting Incomplete Multi-modal Brain Tumor Segmentation with Alignment0
Decoupling Feature Representations of Ego and Other Modalities for Incomplete Multi-modal Brain Tumor SegmentationCode0
Prototype Learning Guided Hybrid Network for Breast Tumor Segmentation in DCE-MRICode1
A Weakly Supervised and Globally Explainable Learning Framework for Brain Tumor SegmentationCode0
UKAN-EP: Enhancing U-KAN with Efficient Attention and Pyramid Aggregation for 3D Multi-Modal MRI Brain Tumor SegmentationCode0
Optimizing Synthetic Data for Enhanced Pancreatic Tumor SegmentationCode0
CBCTLiTS: A Synthetic, Paired CBCT/CT Dataset For Segmentation And Style Transfer0
Promptable Counterfactual Diffusion Model for Unified Brain Tumor Segmentation and Generation with MRIsCode0
BraTS-PEDs: Results of the Multi-Consortium International Pediatric Brain Tumor Segmentation Challenge 20230
Brain Tumor Segmentation in MRI Images with 3D U-Net and Contextual Transformer0
MBA-Net: SAM-driven Bidirectional Aggregation Network for Ovarian Tumor Segmentation0
Embracing Massive Medical DataCode1
AI Age Discrepancy: A Novel Parameter for Frailty Assessment in Kidney Tumor Patients0
SimTxtSeg: Weakly-Supervised Medical Image Segmentation with Simple Text CuesCode1
RobU-Net: a heuristic robust multi-class brain tumor segmentation approaches for MRI scans0
Multi-modal Evidential Fusion Network for Trustworthy PET/CT Tumor SegmentationCode0
Unsupervised Domain Adaptation for Pediatric Brain Tumor SegmentationCode1
CAVM: Conditional Autoregressive Vision Model for Contrast-Enhanced Brain Tumor MRI SynthesisCode1
CU-Net: a U-Net architecture for efficient brain-tumor segmentation on BraTS 2019 dataset0
Multimodal Learning With Intraoperative CBCT & Variably Aligned Preoperative CT Data To Improve Segmentation0
Discriminative Hamiltonian Variational Autoencoder for Accurate Tumor Segmentation in Data-Scarce Regimes0
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