A survey of loss functions for semantic segmentation

26 June 2020

Papers citing "A survey of loss functions for semantic segmentation"

50 / 119 papers shown

Title
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook Reza Azad Moein Heidary Kadir Yilmaz Michael Huttemann Sanaz Karimijafarbigloo Yuli Wu Anke Schmeink Dorit Merhof VLM SSeg 39 17 0 08 Dec 2023
Learning Robust Precipitation Forecaster by Temporal Frame Interpolation Lu Han Xu-Yang Chen Han-Jia Ye De-Chuan Zhan 39 0 0 30 Nov 2023
Shape-Sensitive Loss for Catheter and Guidewire Segmentation Chayun Kongtongvattana Baoru Huang Jingxuan Kang Hoan Nguyen Olajide Olufemi Anh Nguyen MedIm 19 4 0 19 Nov 2023
Self-Supervised Versus Supervised Training for Segmentation of Organoid Images Asmaa Haja Eric Brouwer Lambert Schomaker 17 1 0 19 Nov 2023
Enhancing Transformer-Based Segmentation for Breast Cancer Diagnosis using Auto-Augmentation and Search Optimisation Techniques Leon Hamnett M. Adewunmi M. Abayomi Kayode Raheem Fahad Ahmed ViT 13 1 0 18 Nov 2023
Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model Raphael Schäfer Till Nicke Henning Höfener Annkristin Lange Dorit Merhof Friedrich Feuerhake Volkmar Schulz Johannes Lotz Fabian Kiessling VLM 19 17 0 16 Nov 2023
Multiclass Segmentation using Teeth Attention Modules for Dental X-ray Images Afnan Ghafoor Seong-Yong Moon Bumshik Lee 17 1 0 07 Nov 2023
LaksNet: an end-to-end deep learning model for self-driving cars in Udacity simulator Lakshmikar R. Polamreddy Youshan Zhang 18 3 0 24 Oct 2023
Automating global landslide detection with heterogeneous ensemble deep-learning classification Alexandra Jarna Ganerød Gabriele Franch Erin Lindsay Martina Calovi 25 3 0 12 Sep 2023
Compositional Semantic Mix for Domain Adaptation in Point Cloud Segmentation Cristiano Saltori Fabio Galasso G. Fiameni N. Sebe Fabio Poiesi Elisa Ricci 3DPC 37 19 0 28 Aug 2023
Automated Identification of Failure Cases in Organ at Risk Segmentation Using Distance Metrics: A Study on CT Data Amin Honarmandi Shandiz Attila Rádics R. Tamada Makk Árpád Karolina Głowacka L. Ferenczi S. Dutta M. Fanariotis 18 0 0 21 Aug 2023
Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects Chunming He Kai Li Yachao Zhang Yulun Zhang Z. Guo Xiu Li Martin Danelljan F. I. F. Richard Yu AAML 35 44 0 06 Aug 2023
Cross-dimensional transfer learning in medical image segmentation with deep learning Hicham Messaoudi Ahror Belaid Douraied BEN SALEM Pierre-Henri Conze MedIm 27 23 0 29 Jul 2023
U-CE: Uncertainty-aware Cross-Entropy for Semantic Segmentation S. Landgraf Markus Hillemann Kira Wursthorn Markus Ulrich SSeg UQCV 26 6 0 19 Jul 2023
Advancing Wound Filling Extraction on 3D Faces: Auto-Segmentation and Wound Face Regeneration Approach Duong Q. Nguyen Thinh D. Le P. D. Nguyen Nga T.K. Le H. Nguyen-Xuan 29 4 0 04 Jul 2023
A Self-Supervised Miniature One-Shot Texture Segmentation (MOSTS) Model for Real-Time Robot Navigation and Embedded Applications Yu Chen Chirag Rastogi Zheyuan Zhou William R. Norris 16 4 0 15 Jun 2023
PhenoBench -- A Large Dataset and Benchmarks for Semantic Image Interpretation in the Agricultural Domain J. Weyler Federico Magistri E. Marks Yue Linn Chong Matteo Sodano Gianmarco Roggiolani Nived Chebrolu C. Stachniss Jens Behley 32 30 0 07 Jun 2023
Deep Radar Inverse Sensor Models for Dynamic Occupancy Grid Maps Zihang Wei Rujiao Yan M. Schreier 13 1 0 21 May 2023
Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic Segmentation Cristiano Saltori Aljovsa Ovsep Elisa Ricci Laura Leal-Taixé 27 14 0 23 Apr 2023
NUMSnet: Nested-U Multi-class Segmentation network for 3D Medical Image Stacks Sohini Roychowdhury 35 1 0 05 Apr 2023
Improving extreme weather events detection with light-weight neural networks Romain Lacombe Hannah Grossman Lucas Hendren D. Lüdeke 18 0 0 31 Mar 2023
Directional Connectivity-based Segmentation of Medical Images Ziyun Yang Sina Farsiu 30 36 0 31 Mar 2023
A Generalized Surface Loss for Reducing the Hausdorff Distance in Medical Imaging Segmentation A. Celaya B. Rivière David T. Fuentes MedIm 28 8 0 08 Feb 2023
A survey and taxonomy of loss functions in machine learning Lorenzo Ciampiconi A. Elwood Marco Leonardi A. Mohamed A. Rozza MU FaML 9 25 0 13 Jan 2023
DRG-Net: Interactive Joint Learning of Multi-lesion Segmentation and Classification for Diabetic Retinopathy Grading Hasan Md Tusfiqur D. M. Nguyen M. T. N. Truong T. A. Nguyen Binh Duc Nguyen ... H. Profitlich Ngoc T. T. Than Ngan Le P. Xie Daniel Sonntag MedIm 27 8 0 30 Dec 2022
Industrial Scene Change Detection using Deep Convolutional Neural Networks Ali Atghaei Ehsan Rahnama Kiavash Azimi Hassan Shahbazi 21 1 0 29 Dec 2022
Investigating Deep Learning Model Calibration for Classification Problems in Mechanics S. Mohammadzadeh Peerasait Prachaseree Emma Lejeune AI4CE 34 2 0 01 Dec 2022
Deep Multi-Emitter Spectrum Occupancy Mapping that is Robust to the Number of Sensors, Noise and Threshold Abbas Termos B. Hochwald OOD 14 0 0 27 Nov 2022
A Radiogenomics Pipeline for Lung Nodules Segmentation and Prediction of EGFR Mutation Status from CT Scans Ivo Gollini Navarrete Mohammad Yaqub 26 3 0 12 Nov 2022
Harmonizing output imbalance for defect segmentation on extremely-imbalanced photovoltaic module cells images Jianye Yi Xiaopin Zhong Weixiang Liu Zongze Wu Yuanlong Deng Zhengguang Wu 34 0 0 10 Nov 2022
Degradation-invariant Enhancement of Fundus Images via Pyramid Constraint Network Haofeng Liu Heng Li Huazhu Fu Ruoxiu Xiao Yunshu Gao Yan Hu Jiang-Dong Liu 27 21 0 18 Oct 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 38 142 0 10 Oct 2022
Sequential Ensembling for Semantic Segmentation Rawal Khirodkar Brandon A. Smith Siddhartha Chandra Amit Agrawal A. Criminisi 29 2 0 08 Oct 2022
A CT-Based Airway Segmentation Using U $^2$ -net Trained by the Dice Loss Function Kunpeng Wang Yuexi Dong Yunpu Zeng Zhichun Ye Yang Wang 24 0 0 22 Sep 2022
Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial Images Jitesh Joshi N. Bianchi-Berthouze Youngjun Cho 19 7 0 21 Sep 2022
DOMINO: Domain-aware Model Calibration in Medical Image Segmentation Skylar E. Stolte Kyle Volle A. Indahlastari Alejandro Albizu A. Woods Kevin Brink Matthew Hale R. Fang 19 5 0 13 Sep 2022
MalDetConv: Automated Behaviour-based Malware Detection Framework Based on Natural Language Processing and Deep Learning Techniques Pascal Maniriho A. N. Mahmood M. Chowdhury 17 7 0 08 Sep 2022
Graph Neural Networks for Low-Energy Event Classification & Reconstruction in IceCube R. Abbasi M. Ackermann J. Adams N. Aggarwal J. Aguilar ... S. Yoshida S. Yu T. Yuan Zhe Zhang P. Zhelnin 44 21 0 07 Sep 2022
Statistical Properties of the log-cosh Loss Function Used in Machine Learning Resve A. Saleh A. Saleh 29 29 0 09 Aug 2022
BuyTheDips: PathLoss for improved topology-preserving deep learning-based image segmentation Minh On Vu Ngoc Yizi Chen Nicolas Boutry Jonathan Fabrizio Clement Mallet 31 1 0 23 Jul 2022
CoSMix: Compositional Semantic Mix for Domain Adaptation in 3D LiDAR Segmentation Cristiano Saltori Fabio Galasso G. Fiameni N. Sebe Elisa Ricci Fabio Poiesi 3DPC 26 64 0 20 Jul 2022
GIPSO: Geometrically Informed Propagation for Online Adaptation in 3D LiDAR Segmentation Cristiano Saltori E. Krivosheev Stéphane Lathuilière N. Sebe Fabio Galasso G. Fiameni Elisa Ricci Fabio Poiesi 3DPC 36 29 0 20 Jul 2022
The Dice loss in the context of missing or empty labels: Introducing $Φ$ and $ε$ Sofie Tilborghs J. Bertels D. Robben Dirk Vandermeulen F. Maes 27 5 0 19 Jul 2022
Rank-based Decomposable Losses in Machine Learning: A Survey Shu Hu Xin Wang Siwei Lyu 35 32 0 18 Jul 2022
Realistic mask generation for matter-wave lithography via machine learning J. Fiedler A. S. Palau Eivind Kristen Osestad P. Parviainen B. Holst OOD 15 0 0 15 Jul 2022
Grasping as Inference: Reactive Grasping in Heavily Cluttered Environment Dongwon Son 30 9 0 26 May 2022
Identifying Moments of Change from Longitudinal User Text Adam Tsakalidis F. Nanni Anthony Hills Jenny Chim Jiayu Song M. Liakata 19 32 0 11 May 2022
GaitEdge: Beyond Plain End-to-end Gait Recognition for Better Practicality Junhao Liang Chao Fan Saihui Hou Chuanfu Shen Yongzhen Huang Shiqi Yu CVBM 9 71 0 08 Mar 2022
Loss as the Inconsistency of a Probabilistic Dependency Graph: Choose Your Model, Not Your Loss Function O. Richardson 17 6 0 24 Feb 2022
A General Deep Learning framework for Neuron Instance Segmentation based on Efficient UNet and Morphological Post-processing Huaqian Wu N. Souedet C. Jan Cédric Clouchoux T. Delzescaux 8 15 0 17 Feb 2022