Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook

Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook

8 December 2023

Michael Huttemann

Sanaz Karimijafarbigloo

Anke Schmeink

Papers citing "Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook"

17 / 17 papers shown

Title
MultiTaskVIF: Segmentation-oriented visible and infrared image fusion via multi-task learning Zixian Zhao Andrew Howes Xingchen Zhang 26 0 0 10 May 2025
Loss Functions in Deep Learning: A Comprehensive Review Omar Elharrouss Yasir Mahmood Yassine Bechqito Mohamed Adel Serhani E. Badidi Jamal Riffi Hamid Tairi 38 0 0 05 Apr 2025
Dual-Task Learning for Dead Tree Detection and Segmentation with Hybrid Self-Attention U-Nets in Aerial Imagery Anis Ur Rahman Einari Heinaro Mete Ahishali Samuli Junttila 45 1 0 27 Mar 2025
Transport-Related Surface Detection with Machine Learning: Analyzing Temporal Trends in Madrid and Vienna Miguel Ureña Pliego Rubén Martínez Marín Nianfang Shi Takeru Shibayama Ulrich Leth Miguel Marchamalo Sacristán 58 0 0 19 Mar 2025
Learning 4D Panoptic Scene Graph Generation from Rich 2D Visual Scene Shengqiong Wu Hao Fei Jingkang Yang X. Li Juncheng Li Hao Zhang Tat-Seng Chua 53 0 0 19 Mar 2025
Steerable Pyramid Weighted Loss: Multi-Scale Adaptive Weighting for Semantic Segmentation Renhao Lu SSeg 94 0 0 09 Mar 2025
FloPE: Flower Pose Estimation for Precision Pollination Rashik Shrestha Madhav Rijal T. Smith Yu Gu 39 0 0 08 Mar 2025
GBT-SAM: Adapting a Foundational Deep Learning Model for Generalizable Brain Tumor Segmentation via Efficient Integration of Multi-Parametric MRI Data Cecilia Diana-Albelda Roberto Alcover-Couso Álvaro García-Martín Jesús Bescós Marcos Escudero-Viñolo 50 1 0 06 Mar 2025
A margin-based replacement for cross-entropy loss Michael W. Spratling Heiko H. Schütt 68 0 0 21 Jan 2025
UU-Mamba: Uncertainty-aware U-Mamba for Cardiovascular Segmentation Ting Yu Tsai Li Lin Shu Hu Connie W. Tsao Xin Li Ming-Ching Chang Hongtu Zhu Xin Wang Mamba 48 1 0 22 Sep 2024
Deep Bayesian segmentation for colon polyps: Well-calibrated predictions in medical imaging Daniela L. Ramos Héctor J. Hortúa UQCV 48 0 0 23 Jul 2024
Datacube segmentation via Deep Spectral Clustering A. Bombini Fernando García-Avello Bofías Caterina Bracci Michele Ginolfi Chiara Ruberto 90 1 0 31 Jan 2024
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 101 60 0 28 Oct 2023
Semi-supervised Multi-task Learning for Semantics and Depth Yufeng Wang Yi-Hsuan Tsai Wei-Chih Hung Wenrui Ding Shuo Liu Ming-Hsuan Yang 31 18 0 14 Oct 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 95 174 0 15 Sep 2021
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Michael Yeung Evis Sala Carola-Bibiane Schönlieb L. Rundo 32 394 0 08 Feb 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 375 75,972 0 18 May 2015