Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good!
Machines | Free Full-Text | PSIC-Net: Pixel-Wise Segmentation and Image-Wise Classification Network for Surface Defects
neural networks - Understanding the weighted cross-entropy method of u-net - Cross Validated
1802.08290] Locally Adaptive Learning Loss for Semantic Image Segmentation
Entropy | Free Full-Text | A Cross Entropy Based Deep Neural Network Model for Road Extraction from Satellite Images
An overview of semantic image segmentation.
When trained with pixel-wise cross-entropy loss, the performance of a... | Download Scientific Diagram
A Beginner's guide to Deep Learning based Semantic Segmentation using Keras | Divam Gupta
image segmentation - neural network probability output and loss function (example: dice loss) - Data Science Stack Exchange
Visualization of features learned with pixel-wise entropy loss Eq.(5)... | Download Scientific Diagram
An overview of semantic image segmentation.
Multi Loss ( BCE Loss + Focal Loss ) + Dice Loss Explained | Papers With Code
Review — Learning to Segment Images with Classification Labels | by Sik-Ho Tsang | Medium
Semantic segmentation of synchrotron tomography of multiphase Al-Si alloys using a convolutional neural network with a pixel-wise weighted loss function | Scientific Reports
deep learning - Pytorch:Apply cross entropy loss with custom weight map - Stack Overflow
Custom loss function for Pixel Wise Cross Entropy Loss - autograd - PyTorch Forums
Beyond the Pixel-Wise Loss for Topology-Aware Delineation
An overview of semantic image segmentation.
Beginner's Guide to Semantic Segmentation [2023]
Pixel-wise confidence estimation for segmentation in Bayesian Convolutional Neural Networks | Machine Vision and Applications
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network | DeepAI
An overview of semantic image segmentation.
Convert pixel wise class tensor to image segmentation - PyTorch Forums
Region-wise loss for biomedical image segmentation - ScienceDirect
Positive–negative equal contrastive loss for semantic segmentation - ScienceDirect
When trained with pixel-wise cross-entropy loss, the performance of a... | Download Scientific Diagram
Semantic segmentation of synchrotron tomography of multiphase Al-Si alloys using a convolutional neural network with a pixel-wise weighted loss function | Scientific Reports