Methods › General › Loss Functions › Dice Loss

Dice Loss

108 papers tagged archive 2025-07-28

Introduced by Carole H. Sudre et al. in Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 108, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Pixel-wise Modulated Dice Loss for Medical Image Segmentation
  17 Jun 2025 · 0 repositories · arXiv:2506.15744
• Enhanced SCanNet with CBAM and Dice Loss for Semantic Change Detection
  7 May 2025 · 1 repository · arXiv:2505.04199
• Comprehensive Evaluation of Quantitative Measurements from Automated Deep Segmentations of PSMA PET/CT Images
  22 Apr 2025 · 0 repositories · arXiv:2504.16237
• Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation
  30 Mar 2025 · 0 repositories · arXiv:2503.23507
• In vitro 2 In vivo : Bidirectional and High-Precision Generation of In Vitro and In Vivo Neuronal Spike Data
  26 Mar 2025 · 0 repositories · arXiv:2503.20841
• LGPS: A Lightweight GAN-Based Approach for Polyp Segmentation in Colonoscopy Images
  24 Mar 2025 · 1 repository · arXiv:2503.18294
• QuantU-Net: Efficient Wearable Medical Imaging Using Bitwidth as a Trainable Parameter
  10 Mar 2025 · 0 repositories · arXiv:2503.08719
• Steerable Pyramid Weighted Loss: Multi-Scale Adaptive Weighting for Semantic Segmentation
  9 Mar 2025 · 0 repositories · arXiv:2503.06604
• TopoMortar: A dataset to evaluate image segmentation methods focused on topology accuracy
  5 Mar 2025 · 1 repository · arXiv:2503.03365
• Adaptive Voxel-Weighted Loss Using L1 Norms in Deep Neural Networks for Detection and Segmentation of Prostate Cancer Lesions in PET/CT Images
  4 Feb 2025 · 1 repository · arXiv:2502.02756
• Deep Learning-Driven Segmentation of Ischemic Stroke Lesions Using Multi-Channel MRI
  4 Jan 2025 · 0 repositories · arXiv:2501.02287
• Adaptive Real-Time Multi-Loss Function Optimization Using Dynamic Memory Fusion Framework: A Case Study on Breast Cancer Segmentation
  10 Oct 2024 · 1 repository · arXiv:2410.19745
• Small Object Few-shot Segmentation for Vision-based Industrial Inspection
  31 Jul 2024 · 1 repository · arXiv:2407.21351
• Region Guided Attention Network for Retinal Vessel Segmentation
  22 Jul 2024 · 0 repositories · arXiv:2407.18970
• SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation
  14 Jul 2024 · 0 repositories · arXiv:2407.10157
• Enhancing Semantic Segmentation with Adaptive Focal Loss: A Novel Approach
  13 Jul 2024 · 0 repositories · arXiv:2407.09828
• Centerline Boundary Dice Loss for Vascular Segmentation
  1 Jul 2024 · 1 repository · arXiv:2407.01517
• RobU-Net: a heuristic robust multi-class brain tumor segmentation approaches for MRI scans
  26 Jun 2024 · 0 repositories
• SeaBird: Segmentation in Bird's View with Dice Loss Improves Monocular 3D Detection of Large Objects
  29 Mar 2024 · 1 repository · arXiv:2403.20318
• RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses
  4 Mar 2024 · 1 repository · arXiv:2403.01795
• Multiclass Segmentation using Teeth Attention Modules for Dental X-ray Images
  7 Nov 2023 · 0 repositories · arXiv:2311.03749
• Semi-Supervised Panoptic Narrative Grounding
  27 Oct 2023 · 1 repository · arXiv:2310.18142
• Using Diffusion Models to Generate Synthetic Labelled Data for Medical Image Segmentation
  25 Oct 2023 · 1 repository · arXiv:2310.16794
• Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks
  26 Sep 2023 · 0 repositories · arXiv:2309.16499
• Automatic lobe segmentation using attentive cross entropy and end-to-end fissure generation
  24 Jul 2023 · 0 repositories · arXiv:2307.12634
• Autoencoders for Real-Time SUEP Detection
  23 Jun 2023 · 0 repositories · arXiv:2306.13595
• An Entire Renal Anatomy Extraction Network for Advanced CAD During Partial Nephrectomy
  23 May 2023 · 0 repositories · arXiv:2305.13616
• Improving Segmentation of Objects with Varying Sizes in Biomedical Images using Instance-wise and Center-of-Instance Segmentation Loss Function
  13 Apr 2023 · 1 repository · arXiv:2304.06229
• On the dice loss gradient and the ways to mimic it
  9 Apr 2023 · 0 repositories · arXiv:2304.04319
• Dice Semimetric Losses: Optimizing the Dice Score with Soft Labels
  28 Mar 2023 · 1 repository · arXiv:2303.16296

Tasks archive 2025-07-28

20 shown of 96 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

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