On Regularized Losses for Weakly-supervised CNN Segmentation

26 March 2018

Papers citing "On Regularized Losses for Weakly-supervised CNN Segmentation"

50 / 58 papers shown

Title
CoLo-CAM: Class Activation Mapping for Object Co-Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Shakeeb Murtaza M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 61 4 0 28 Jan 2025
WPS-SAM: Towards Weakly-Supervised Part Segmentation with Foundation Models Xin-Jian Wu Rui-Song Zhang Jie Qin Shijie Ma Cheng-Lin Liu VLM 32 1 0 14 Jul 2024
Interactive Image Selection and Training for Brain Tumor Segmentation Network Matheus A. Cerqueira Flávia Sprenger Bernardo C. A. Teixeira Alexandre X. Falcão 43 3 0 05 Jun 2024
Tackling Ambiguity from Perspective of Uncertainty Inference and Affinity Diversification for Weakly Supervised Semantic Segmentation Zhiwei Yang Yucong Meng Kexue Fu Shuo Wang Zhijian Song 34 4 0 12 Apr 2024
Embarrassingly Simple Scribble Supervision for 3D Medical Segmentation Karol Gotkowski Carsten T. Lüth Paul F. Jäger Sebastian Ziegler Lars Krämer Stefan Denner Shuhan Xiao Nico Disch Klaus H. Maier-Hein Fabian Isensee 39 3 0 19 Mar 2024
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model Yixin Zhang Shen Zhao Han Gu Maciej Mazurowski VLM 43 4 0 17 Dec 2023
AttenScribble: Attentive Similarity Learning for Scribble-Supervised Medical Image Segmentation Mu Tian Qin Yang Yi Gao MedIm 32 0 0 11 Dec 2023
Emergent Open-Vocabulary Semantic Segmentation from Off-the-shelf Vision-Language Models Jiayun Luo Siddhesh Khandelwal Leonid Sigal Boyang Albert Li MLLM VLM 35 7 0 28 Nov 2023
Leveraging point annotations in segmentation learning with boundary loss Eva Breznik H. Kervadec F. Malmberg J. Kullberg Haakan Ahlstrom Marleen de Bruijne Robin Strand 32 1 0 06 Nov 2023
SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation Mengcheng Lan Xinjiang Wang Yiping Ke Jiaxing Xu Xue Jiang Wayne Zhang 43 11 0 27 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 33 18 0 11 Oct 2023
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation Lei Zhu Hangzhou He Xinliang Zhang Qian Chen Shuang Zeng Qiu-Ping Ren Yanye Lu 31 1 0 09 Aug 2023
Centered Self-Attention Layers Ameen Ali Tomer Galanti Lior Wolf 28 6 0 02 Jun 2023
Token Contrast for Weakly-Supervised Semantic Segmentation Lixiang Ru Heliang Zheng Yibing Zhan Bo Du ViT 37 86 0 02 Mar 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 35 50 0 13 Feb 2023
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation Kecheng Zhang Xiahai Zhuang 24 8 0 12 Jan 2023
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation Qing En Yuhong Guo 15 4 0 17 Dec 2022
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain Labels Shengjie Liu Chuanglu Zhu Wenqi Tang 30 0 0 05 Oct 2022
TCAM: Temporal Class Activation Maps for Object Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 41 12 0 30 Aug 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 44 55 0 13 Jun 2022
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm Yuhan Xie Kexin Jiang Zhiyong Zhang Shaolong Chen Xiaodong Zhang Changzhen Qiu 24 1 0 07 May 2022
Multi-class Token Transformer for Weakly Supervised Semantic Segmentation Lian Xu Wanli Ouyang Bennamoun F. Boussaïd Dan Xu ViT 31 209 0 06 Mar 2022
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers Lixiang Ru Yibing Zhan Baosheng Yu Bo Du ViT 39 181 0 05 Mar 2022
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision Xiangde Luo Minhao Hu Wenjun Liao Shuwei Zhai Tao Song Guotai Wang Shaoting Zhang 44 98 0 04 Mar 2022
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision Kecheng Zhang Xiahai Zhuang 18 68 0 03 Mar 2022
How Low Can We Go? Pixel Annotation for Semantic Segmentation Daniel Kigli Ariel Shamir S. Avidan VLM 21 1 0 25 Jan 2022
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Ye Du Zehua Fu Qingjie Liu Yunhong Wang 93 129 0 14 Oct 2021
F-CAM: Full Resolution Class Activation Maps via Guided Parametric Upscaling Soufiane Belharbi Aydin Sarraf M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 39 30 0 15 Sep 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 129 65 0 06 Aug 2021
Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image Segmentation R. Dorent Samuel Joutard J. Shapey A. Kujawa Marc Modat Sebastien Ourselin Tom Kamiel Magda Vercauteren 18 28 0 01 Jul 2021
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency Xin Lai Zhuotao Tian Li Jiang Shu-Lin Liu Hengshuang Zhao Liwei Wang Jiaya Jia 50 207 0 27 Jun 2021
Affinity Attention Graph Neural Network for Weakly Supervised Semantic Segmentation Bingfeng Zhang Jimin Xiao Jianbo Jiao Yunchao Wei Yao-Min Zhao 33 94 0 08 Jun 2021
Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning Tsung-Wei Ke Jyh-Jing Hwang Stella X. Yu SSL 35 75 0 03 May 2021
Background-Aware Pooling and Noise-Aware Loss for Weakly-Supervised Semantic Segmentation Youngmin Oh Beomjun Kim Bumsub Ham NoLa 22 97 0 02 Apr 2021
Scribble-Supervised Semantic Segmentation by Uncertainty Reduction on Neural Representation and Self-Supervision on Neural Eigenspace Zhiyi Pan Peng-Tao Jiang Yunhai Wang Changhe Tu Anthony G. Cohn UQCV 26 38 0 19 Feb 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 21 34 0 19 Jan 2021
Weakly Supervised Multi-Object Tracking and Segmentation Idoia Ruiz Lorenzo Porzi Samuel Rota Buló Peter Kontschieder J. Serrat 35 9 0 03 Jan 2021
Teach me to segment with mixed supervision: Confident students become masters Jose Dolz Christian Desrosiers Ismail Ben Ayed 16 25 0 15 Dec 2020
A Weakly-Supervised Semantic Segmentation Approach based on the Centroid Loss: Application to Quality Control and Inspection Kai Yao A. Ortiz F. Bonnín-Pascual 27 0 0 26 Oct 2020
LID 2020: The Learning from Imperfect Data Challenge Results Yunchao Wei Shuai Zheng Ming-Ming Cheng Hang Zhao Liwei Wang ... Zhendong Wang Zhenyuan Chen Chen Gong Huanqing Yan Jun He 26 6 0 17 Oct 2020
Machine-learned Regularization and Polygonization of Building Segmentation Masks Stefano Zorzi K. Bittner Friedrich Fraundorfer GAN 16 58 0 24 Jul 2020
Learning to Segment from Scribbles using Multi-scale Adversarial Attention Gates Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 16 5 0 02 Jul 2020
Spectral Image Segmentation with Global Appearance Modeling J. F. R. Neto Pedro F. Felzenszwalb 19 4 0 11 Jun 2020
Single-Stage Semantic Segmentation from Image Labels Nikita Araslanov Stefan Roth 35 245 0 16 May 2020
Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision H. Kervadec Jose Dolz Shanshan Wang Eric Granger Ismail Ben Ayed 22 83 0 14 Apr 2020
Learning a Weakly-Supervised Video Actor-Action Segmentation Model with a Wise Selection Jie Chen Zhiheng Li Jiebo Luo Chenliang Xu 24 13 0 29 Mar 2020
Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study Zhibin Zhao Tianfu Li Jingyao Wu Chuang Sun Shibin Wang Ruqiang Yan Xuefeng Chen 15 416 0 06 Mar 2020
Discovering Latent Classes for Semi-Supervised Semantic Segmentation Olga Zatsarynna Johann Sawatzky Juergen Gall 28 1 0 30 Dec 2019
Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach Bingfeng Zhang Jimin Xiao Yunchao Wei Mingjie Sun Kaizhu Huang 38 197 0 19 Nov 2019
Weakly Supervised Semantic Segmentation Using Constrained Dominant Sets Sinem Aslan Marcello Pelillo 18 1 0 20 Sep 2019