Contrastive Learning for Label-Efficient Semantic Segmentation

13 December 2020

Papers citing "Contrastive Learning for Label-Efficient Semantic Segmentation"

50 / 89 papers shown

Title
Causal Prompt Calibration Guided Segment Anything Model for Open-Vocabulary Multi-Entity Segmentation Jingyao Wang Jianqi Zhang Wenwen Qiang Changwen Zheng VLM 37 0 0 10 May 2025
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 21 0 0 03 May 2025
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation Rayan Merghani Ahmed Adnan Iltaf Mohamed Elmanna Gang Zhao Hongliang Li Yue Du Bin Li Shoujun Zhou 122 0 0 07 Apr 2025
All-day Depth Completion via Thermal-LiDAR Fusion Janghyun Kim Minseong Kweon Jinsun Park Ukcheol Shin VLM 44 0 0 03 Apr 2025
Open-Set Object Detection By Aligning Known Class Representations Hiran Sarkar Vishal M. Chudasama N. Onoe Pankaj Wasnik Vineeth N. Balasubramanian ObjD 44 5 0 31 Dec 2024
Seamless Detection: Unifying Salient Object Detection and Camouflaged Object Detection Yi Liu Chengxin Li Xiaohui Dong Lei Li Dingwen Zhang Shoukun Xu J. Han 68 0 0 22 Dec 2024
C^2DA: Contrastive and Context-aware Domain Adaptive Semantic Segmentation Md. Al-Masrur Khan Zheng Chen Lantao Liu 23 0 0 10 Oct 2024
Qualitative Insights Tool (QualIT): LLM Enhanced Topic Modeling Satya Kapoor Alex Gil S. Bhaduri Anshul Mittal Rutu Mulkar 25 1 0 24 Sep 2024
Dense Self-Supervised Learning for Medical Image Segmentation Maxime Seince Loic Le Folgoc Luiz Augusto Facury de Souza Elsa Angelini SSL 19 0 0 29 Jul 2024
Exploring Multi-view Pixel Contrast for General and Robust Image Forgery Localization Zijie Lou Gang Cao Kun Guo Haochen Zhu Lifang Yu 40 5 0 19 Jun 2024
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion Xiaobao Wu Xinshuai Dong Liangming Pan Thong Nguyen A. Luu 51 13 0 28 May 2024
BAISeg: Boundary Assisted Weakly Supervised Instance Segmentation Tengbo Wang Yu Bai ISeg 42 0 0 27 May 2024
ClusteringSDF: Self-Organized Neural Implicit Surfaces for 3D Decomposition Tianhao Wu Chuanxia Zheng Tat-Jen Cham Qianyi Wu 3DV 27 1 0 21 Mar 2024
Weak Supervision with Arbitrary Single Frame for Micro- and Macro-expression Spotting Wang-Wang Yu Xian-Shi Zhang Fuya Luo Yijun Cao Kai-Fu Yang Hong-Mei Yan Yong-Jie Li 34 1 0 21 Mar 2024
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation Xiaoyang Wang H. Bai Limin Yu Yao-Min Zhao Jimin Xiao AAML 40 6 0 11 Mar 2024
Rethinking The Uniformity Metric in Self-Supervised Learning Xianghong Fang Jian Li Qiang Sun Benyou Wang SSL 12 0 0 01 Mar 2024
Enhancing Visual Document Understanding with Contrastive Learning in Large Visual-Language Models Xin Li Yunfei Wu Xinghua Jiang Zhihao Guo Ming Gong Haoyu Cao Yinsong Liu Deqiang Jiang Xing Sun VLM 29 12 0 29 Feb 2024
Mask Grounding for Referring Image Segmentation Yong Xien Chng Henry Zheng Yizeng Han Xuchong Qiu Gao Huang ISeg ObjD 24 15 0 19 Dec 2023
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks Zhaoyang Ma Xupeng He Hyung Kwak Jun Gao Shuyu Sun Bicheng Yan AI4CE 21 3 0 10 Nov 2023
IDRNet: Intervention-Driven Relation Network for Semantic Segmentation Zhenchao Jin Xiaowei Hu Lingting Zhu Luchuan Song Li Yuan Lequan Yu 11 18 0 16 Oct 2023
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels YiXuan Wu Jintai Chen Jiahuan Yan Yiheng Zhu D. Z. Chen Jian Wu VLM 24 6 0 16 Sep 2023
Understanding Dark Scenes by Contrasting Multi-Modal Observations Xiaoyu Dong Naoto Yokoya 32 5 0 23 Aug 2023
Decoupled conditional contrastive learning with variable metadata for prostate lesion detection Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 20 1 0 18 Aug 2023
Improving Anomaly Segmentation with Multi-Granularity Cross-Domain Alignment Ji Zhang Xiao-Jun Wu Zhi-Qi Cheng Qin He Wei Li 25 5 0 16 Aug 2023
Contrastive Learning for Lane Detection via Cross-Similarity Ali Zoljodi S. Abadijou Mina Alibeigi Masoud Daneshtalab SSL 11 4 0 16 Aug 2023
Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges Jiajia Li Mingle Xu Lirong Xiang Dong Chen Weichao Zhuang Xunyuan Yin Zhao Li 25 3 0 13 Aug 2023
Edge Guided GANs with Multi-Scale Contrastive Learning for Semantic Image Synthesis H. Tang Guolei Sun N. Sebe Luc Van Gool GAN 33 8 0 22 Jul 2023
Space Engage: Collaborative Space Supervision for Contrastive-based Semi-Supervised Semantic Segmentation Changqi Wang Haoyu Xie Yuhui Yuan Chong Fu Xiangyu Yue VLM 22 9 0 19 Jul 2023
Contrastive Multi-Task Dense Prediction S. Yang Hanrong Ye Dan Xu 13 11 0 16 Jul 2023
Using Unreliable Pseudo-Labels for Label-Efficient Semantic Segmentation Haochen Wang Yuchao Wang Yujun Shen Junsong Fan Yuxi Wang Zhaoxiang Zhang UQCV 26 10 0 04 Jun 2023
Leveraging Hidden Positives for Unsupervised Semantic Segmentation Hyun Seok Seong WonJun Moon Subeen Lee Jae-Pil Heo ViT 26 32 0 27 Mar 2023
A Contrastive Learning Scheme with Transformer Innate Patches S. Jyhne Per-Arne Andersen Morten Goodwin Olsen ViT 24 0 0 26 Mar 2023
Harmonizing Base and Novel Classes: A Class-Contrastive Approach for Generalized Few-Shot Segmentation Weide Liu Zhonghua Wu Yang Zhao Yuming Fang Chuan-Sheng Foo Jun Cheng Guosheng Lin VLM 23 14 0 24 Mar 2023
Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity H. Du Qihua Dong Yan Xu J. Liao 13 12 0 04 Feb 2023
MSCDA: Multi-level Semantic-guided Contrast Improves Unsupervised Domain Adaptation for Breast MRI Segmentation in Small Datasets Sheng Kuang Henry C. Woodruff R. Granzier T. Nijnatten M. Lobbes M. Smidt Philippe Lambin S. Mehrkanoon 22 16 0 04 Jan 2023
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs Sebastian Gerard Josephine Sullivan 24 1 0 24 Nov 2022
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning Xiaobao Wu A. Luu Xinshuai Dong 14 43 0 23 Nov 2022
Open-Set Object Detection Using Classification-free Object Proposal and Instance-level Contrastive Learning Zhongxiang Zhou Yifei Yang Yue Wang R. Xiong ObjD 10 13 0 21 Nov 2022
Masked Reconstruction Contrastive Learning with Information Bottleneck Principle Ziwen Liu Bonan Li Congying Han Tiande Guo Xuecheng Nie SSL 32 2 0 15 Nov 2022
False: False Negative Samples Aware Contrastive Learning for Semantic Segmentation of High-Resolution Remote Sensing Image Zhaoyang Zhang Xuying Wang X. Mei Chao Tao Haifeng Li 11 20 0 15 Nov 2022
Information-guided pixel augmentation for pixel-wise contrastive learning Quan Quan Qingsong Yao Jun Li S.Kevin Zhou SSL 23 5 0 14 Nov 2022
Adaptive Contrastive Learning with Dynamic Correlation for Multi-Phase Organ Segmentation Ho Hin Lee Yucheng Tang Han Liu Yubo Fan L. Cai Qi Yang Xin Yu Shunxing Bao Yuankai Huo Bennett A. Landman 19 1 0 16 Oct 2022
Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial Images Jitesh Joshi N. Bianchi-Berthouze Youngjun Cho 14 7 0 21 Sep 2022
Semi-supervised Crowd Counting via Density Agency Hui Lin Zhiheng Ma Xiaopeng Hong Yao Wang Zhou Su OT 23 29 0 07 Sep 2022
Semi-Supervised Semantic Segmentation with Cross Teacher Training Hui Xiao Li Dong Kangkang Song Hao Xu Shuibo Fu Diqun Yan Chengbin Peng 22 26 0 03 Sep 2022
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation Midhun Vayyat Jaswin Kasi Anuraag Bhattacharya Shuaib Ahmed Rahul Tallamraju 25 18 0 27 Aug 2022
Efficient Self-Supervision using Patch-based Contrastive Learning for Histopathology Image Segmentation Nicklas Boserup Raghavendra Selvan SSL 15 7 0 23 Aug 2022
Multi-View Correlation Consistency for Semi-Supervised Semantic Segmentation Yunzhong Hou Stephen Gould Liang Zheng 25 0 0 17 Aug 2022
Learning Shadow Correspondence for Video Shadow Detection Xinpeng Ding J. Yang Xiao Hu X. Li 13 13 0 30 Jul 2022
Optimizing transformations for contrastive learning in a differentiable framework Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 20 2 0 27 Jul 2022