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Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image
  Segmentation
v1v2v3 (latest)

Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation

9 February 2015
George Papandreou
Liang-Chieh Chen
Kevin Patrick Murphy
Alan Yuille
    SSeg
ArXiv (abs)PDFHTML

Papers citing "Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation"

50 / 399 papers shown
Lightweight Transformer Framework for Weakly Supervised Semantic Segmentation
Lightweight Transformer Framework for Weakly Supervised Semantic Segmentation
Ali Torabi
Sanjog Gaihre
Yaqoob Majeed
132
0
0
24 Nov 2025
Sample-Centric Multi-Task Learning for Detection and Segmentation of Industrial Surface Defects
Sample-Centric Multi-Task Learning for Detection and Segmentation of Industrial Surface Defects
Hang-Cheng Dong
Yibo Jiao
Fupeng Wei
Guodong Liu
Dong Ye
Bingguo Liu
116
0
0
15 Oct 2025
Explainable Human-in-the-Loop Segmentation via Critic Feedback Signals
Explainable Human-in-the-Loop Segmentation via Critic Feedback Signals
Pouya Shaeri
Ryan T. Woo
Yasaman Mohammadpour
Ariane Middel
130
0
0
11 Oct 2025
Depth Edge Alignment Loss: DEALing with Depth in Weakly Supervised Semantic Segmentation
Depth Edge Alignment Loss: DEALing with Depth in Weakly Supervised Semantic Segmentation
Patrick Schmidt
Vasileios Belagiannis
Lazaros Nalpantidis
98
0
0
22 Sep 2025
Localized Region Guidance for Class Activation Mapping in WSSS
Localized Region Guidance for Class Activation Mapping in WSSS
Ali Torabi
Sanjog Gaihre
MD Mahbubur Rahman
Yaqoob Majeed
VLM
152
0
0
15 Sep 2025
Emerging Semantic Segmentation from Positive and Negative Coarse Label Learning
Emerging Semantic Segmentation from Positive and Negative Coarse Label Learning
Le Zhang
Fuping Wu
Arun J. Thirunavukarasu
Kevin Bronik
Thomas Nichols
Bartlomiej W. Papie.z
133
0
0
25 Aug 2025
DisFaceRep: Representation Disentanglement for Co-occurring Facial Components in Weakly Supervised Face Parsing
DisFaceRep: Representation Disentanglement for Co-occurring Facial Components in Weakly Supervised Face Parsing
Xiaoqin Wang
Xianxu Hou
Meidan Ding
Junliang Chen
Kaijun Deng
Jinheng Xie
LinLin Shen
CVBMCoGe
152
2
0
02 Aug 2025
Mitigating Spurious Correlations in Weakly Supervised Semantic Segmentation via Cross-architecture Consistency Regularization
Mitigating Spurious Correlations in Weakly Supervised Semantic Segmentation via Cross-architecture Consistency Regularization
Zheyuan Zhang
Yen-chia Hsu
250
0
0
29 Jul 2025
Rethinking Semi-supervised Segmentation Beyond Accuracy: Reliability and Robustness
Rethinking Semi-supervised Segmentation Beyond Accuracy: Reliability and Robustness
S. Landgraf
Markus Hillemann
Markus Ulrich
UQCV
271
0
0
06 Jun 2025
Self-Reinforced Graph Contrastive Learning
Self-Reinforced Graph Contrastive Learning
Chou-Ying Hsieh
Chun-Fu Jang
Cheng-En Hsieh
Qian-Hui Chen
Sy-Yen Kuo
218
0
0
19 May 2025
Approximate Size Targets Are Sufficient for Accurate Semantic Segmentation
Xingye Fan
Zhongwen
Z. Zhang
Yuri Boykov
VLM
245
0
0
10 Mar 2025
Knowledge Distillation for Semantic Segmentation: A Label Space Unification Approach
Knowledge Distillation for Semantic Segmentation: A Label Space Unification Approach
Anton Backhaus
Thorsten Luettel
Mirko Maehlisch
308
0
0
26 Feb 2025
FrGNet: A fourier-guided weakly-supervised framework for nuclear instance segmentation
FrGNet: A fourier-guided weakly-supervised framework for nuclear instance segmentation
Peng Ling
325
0
0
14 Feb 2025
Temporal-consistent CAMs for Weakly Supervised Video Segmentation in Waste Sorting
Temporal-consistent CAMs for Weakly Supervised Video Segmentation in Waste Sorting
Andrea Marelli
Luca Magri
F. Arrigoni
Giacomo Boracchi
259
2
0
03 Feb 2025
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation
  Guided Correspondence Flow Network
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow NetworkIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Delin An
Pengfei Gu
Milan Sonka
Chaoli Wang
Benlin Liu
284
3
0
21 Nov 2024
QuasiNav: Asymmetric Cost-Aware Navigation Planning with Constrained
  Quasimetric Reinforcement Learning
QuasiNav: Asymmetric Cost-Aware Navigation Planning with Constrained Quasimetric Reinforcement LearningIEEE International Conference on Robotics and Automation (ICRA), 2024
Jumman Hossain
A. Faridee
Derrik E. Asher
Jade Freeman
Theron T. Trout
T. Gregory
Nirmalya Roy
314
0
0
22 Oct 2024
iSeg: An Iterative Refinement-based Framework for Training-free
  Segmentation
iSeg: An Iterative Refinement-based Framework for Training-free Segmentation
Lin Sun
Jiale Cao
J. Xie
Fahad Shahbaz Khan
Yanwei Pang
DiffM
333
6
0
05 Sep 2024
SAM-Driven Weakly Supervised Nodule Segmentation with Uncertainty-Aware
  Cross Teaching
SAM-Driven Weakly Supervised Nodule Segmentation with Uncertainty-Aware Cross Teaching
Xingyue Zhao
Peiqi Li
Xiangde Luo
Meng Yang
Shih-Wei Chang
Zhongyu Li
184
4
0
18 Jul 2024
Finding Meaning in Points: Weakly Supervised Semantic Segmentation for
  Event Cameras
Finding Meaning in Points: Weakly Supervised Semantic Segmentation for Event Cameras
Hoonhee Cho
Sung-Hoon Yoon
H. Kweon
Kuk-Jin Yoon
276
5
0
15 Jul 2024
Enhancing Weakly-Supervised Histopathology Image Segmentation with
  Knowledge Distillation on MIL-Based Pseudo-Labels
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels
Yinsheng He
Xingyu Li
Roger J. Zemp
VLM
278
1
0
14 Jul 2024
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A
  Review
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review
Rui Jin
Derun Li
Dehui Xiang
Lei Zhang
Hailing Zhou
Fei Shi
Weifang Zhu
Jing Cai
Tao Peng
Xinjian Chen
234
3
0
09 Jul 2024
ALPS: An Auto-Labeling and Pre-training Scheme for Remote Sensing
  Segmentation With Segment Anything Model
ALPS: An Auto-Labeling and Pre-training Scheme for Remote Sensing Segmentation With Segment Anything Model
Song Zhang
Qingzhong Wang
Junyi Liu
Haoyi Xiong
342
6
0
16 Jun 2024
From Obstacle to Opportunity: Enhancing Semi-supervised Learning with
  Synthetic Data
From Obstacle to Opportunity: Enhancing Semi-supervised Learning with Synthetic Data
Zerun Wang
Jiafeng Mao
Liuyu Xiang
Toshihiko Yamasaki
238
0
0
27 May 2024
Revealing Hierarchical Structure of Leaf Venations in Plant Science via
  Label-Efficient Segmentation: Dataset and Method
Revealing Hierarchical Structure of Leaf Venations in Plant Science via Label-Efficient Segmentation: Dataset and MethodInternational Joint Conference on Artificial Intelligence (IJCAI), 2024
Weizhen Liu
Ao Li
Ze Wu
Yue Li
Baobin Ge
...
Shilin Chen
Minghe Li
Yunfei Liu
Xiaohui Yuan
Nanqing Dong
200
1
0
16 May 2024
Ultrasound Nodule Segmentation Using Asymmetric Learning with Simple
  Clinical Annotation
Ultrasound Nodule Segmentation Using Asymmetric Learning with Simple Clinical Annotation
Xingyue Zhao
Zhongyu Li
Xiangde Luo
Peiqi Li
Peng Huang
...
Yang Liu
Jihua Zhu
Meng Yang
Shih-Wei Chang
Jun Dong
184
11
0
23 Apr 2024
ToNNO: Tomographic Reconstruction of a Neural Network's Output for
  Weakly Supervised Segmentation of 3D Medical Images
ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images
Marius Schmidt-Mengin
Alexis Benichoux
S. Belachew
N. Komodakis
Nikos Paragios
MedIm
238
2
0
19 Apr 2024
Tendency-driven Mutual Exclusivity for Weakly Supervised Incremental
  Semantic Segmentation
Tendency-driven Mutual Exclusivity for Weakly Supervised Incremental Semantic Segmentation
Chongjie Si
Xuehui Wang
Yunbo Wang
Wei Shen
CLL
262
3
0
18 Apr 2024
Towards Label-Efficient Human Matting: A Simple Baseline for Weakly
  Semi-Supervised Trimap-Free Human Matting
Towards Label-Efficient Human Matting: A Simple Baseline for Weakly Semi-Supervised Trimap-Free Human Matting
Beomyoung Kim
Myeong Yeon Yi
Joonsang Yu
Y. Yoo
Sung Ju Hwang
3DH
341
2
0
01 Apr 2024
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and
  Intra-Class Regions for Weakly-Supervised Semantic Segmentation
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation
Sang-Kee Jo
Fei Pan
In-Jae Yu
Kyungsu Kim
493
6
0
30 Mar 2024
Point-DETR3D: Leveraging Imagery Data with Spatial Point Prior for
  Weakly Semi-supervised 3D Object Detection
Point-DETR3D: Leveraging Imagery Data with Spatial Point Prior for Weakly Semi-supervised 3D Object DetectionAAAI Conference on Artificial Intelligence (AAAI), 2024
Hongzhi Gao
Zheng Chen
Zehui Chen
Lin Chen
Jiaming Liu
Shanghang Zhang
Feng Zhao
3DPC
312
3
0
22 Mar 2024
Scribble Hides Class: Promoting Scribble-Based Weakly-Supervised
  Semantic Segmentation with Its Class Label
Scribble Hides Class: Promoting Scribble-Based Weakly-Supervised Semantic Segmentation with Its Class Label
Xinliang Zhang
Lei Zhu
Hangzhou He
Lujia Jin
Yanye Lu
DiffM
183
13
0
27 Feb 2024
DABS-LS: Deep Atlas-Based Segmentation Using Regional Level Set
  Self-Supervision
DABS-LS: Deep Atlas-Based Segmentation Using Regional Level Set Self-Supervision
Hannah G. Mason
Jack H. Noble
107
1
0
16 Feb 2024
Active Learning for Graphs with Noisy Structures
Active Learning for Graphs with Noisy Structures
Hongliang Chi
Cong Qi
Suhang Wang
Yao Ma
278
4
0
04 Feb 2024
MetaSeg: Content-Aware Meta-Net for Omni-Supervised Semantic
  Segmentation
MetaSeg: Content-Aware Meta-Net for Omni-Supervised Semantic SegmentationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Shenwang Jiang
Jianan Li
Ying Wang
Wenxuan Wu
Jizhou Zhang
Bo Huang
Tingfa Xu
VLM
218
6
0
22 Jan 2024
Appeal: Allow Mislabeled Samples the Chance to be Rectified in Partial
  Label Learning
Appeal: Allow Mislabeled Samples the Chance to be Rectified in Partial Label Learning
Chongjie Si
Xuehui Wang
Yan Wang
Yunbo Wang
Wei Shen
251
1
0
18 Dec 2023
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
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 A. Mazurowski
VLM
483
8
0
17 Dec 2023
LEOD: Label-Efficient Object Detection for Event Cameras
LEOD: Label-Efficient Object Detection for Event CamerasComputer Vision and Pattern Recognition (CVPR), 2023
Ziyi Wu
Mathias Gehrig
Qing Lyu
Xudong Liu
Igor Gilitschenski
256
30
0
29 Nov 2023
Weakly-Supervised Audio-Visual Segmentation
Weakly-Supervised Audio-Visual SegmentationNeural Information Processing Systems (NeurIPS), 2023
Shentong Mo
Bhiksha Raj
VOS
281
20
0
25 Nov 2023
Leveraging Large-Scale Pretrained Vision Foundation Models for
  Label-Efficient 3D Point Cloud Segmentation
Leveraging Large-Scale Pretrained Vision Foundation Models for Label-Efficient 3D Point Cloud Segmentation
Shichao Dong
Fayao Liu
Guosheng Lin
VLM
258
6
0
03 Nov 2023
Acquiring Weak Annotations for Tumor Localization in Temporal and
  Volumetric Data
Acquiring Weak Annotations for Tumor Localization in Temporal and Volumetric DataMachine Intelligence Research (MIR), 2023
Yu-Cheng Chou
Bowen Li
Deng-Ping Fan
Yaoyao Liu
Zongwei Zhou
MedIm
375
6
0
23 Oct 2023
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from
  Traditional Models to Foundation Models
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation ModelsACM Computing Surveys (ACM Comput. Surv.), 2023
Zhaozheng Chen
Qianru Sun
VLM
426
24
0
19 Oct 2023
Label-efficient Segmentation via Affinity Propagation
Label-efficient Segmentation via Affinity PropagationNeural Information Processing Systems (NeurIPS), 2023
Wentong Li
Yuqian Yuan
Song Wang
Wenyu Liu
Dongqi Tang
Jian Liu
Jianke Zhu
Lei Zhang
356
8
0
16 Oct 2023
Small Objects Matters in Weakly-supervised Semantic Segmentation
Small Objects Matters in Weakly-supervised Semantic SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Cheol Mun
S. Lee
Youngjung Uh
Junsuk Choe
H. Byun
271
4
0
25 Sep 2023
OneSeg: Self-learning and One-shot Learning based Single-slice
  Annotation for 3D Medical Image Segmentation
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation
YiXuan Wu
B. Zheng
Jintai Chen
Benlin Liu
Jian Wu
153
2
0
24 Sep 2023
PanopticNeRF-360: Panoramic 3D-to-2D Label Transfer in Urban Scenes
PanopticNeRF-360: Panoramic 3D-to-2D Label Transfer in Urban ScenesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Xiao Fu
Shangzhan Zhang
Tianrun Chen
Yichong Lu
Xiaowei Zhou
Andreas Geiger
Yiyi Liao
3DPC
532
13
0
19 Sep 2023
Learning Semantic Segmentation with Query Points Supervision on Aerial
  Images
Learning Semantic Segmentation with Query Points Supervision on Aerial Images
Santiago Rivier
Carlos Hinojosa
Silvio Giancola
Guohao Li
244
0
0
11 Sep 2023
Boosting Weakly-Supervised Image Segmentation via Representation,
  Transform, and Compensator
Boosting Weakly-Supervised Image Segmentation via Representation, Transform, and Compensator
Chunyan Wang
Dong Zhang
Rui Yan
350
3
0
02 Sep 2023
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and
  Bootstrapped Self-training
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and Bootstrapped Self-trainingBritish Machine Vision Conference (BMVC), 2023
Silky Singh
Shripad Deshmukh
Mausoom Sarkar
Balaji Krishnamurthy
334
10
0
22 Aug 2023
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic
  Segmentation
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic SegmentationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Lei Zhu
Hangzhou He
Xinliang Zhang
Qian Chen
Shuang Zeng
Qiu-Ping Ren
Yanye Lu
201
3
0
09 Aug 2023
SegMatch: A semi-supervised learning method for surgical instrument segmentation
SegMatch: A semi-supervised learning method for surgical instrument segmentationScientific Reports (Sci Rep), 2023
Meng Wei
Charlie Budd
Luis C. Garcia-Peraza-Herrera
Reuben Dorent
Miaojing Shi
Tom Vercauteren
247
5
0
09 Aug 2023
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