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Weakly-Supervised Semantic Segmentation

The semantic segmentation task is to assign a label from a label set to each pixel in an image. In the case of fully supervised setting, the dataset consists of images and their corresponding pixel-level class-specific annotations (expensive pixel-level annotations). However, in the weakly-supervised setting, the dataset consists of images and corresponding annotations that are relatively easy to obtain, such as tags/labels of objects present in the image.

( Image credit: Weakly-Supervised Semantic Segmentation Network with Deep Seeded Region Growing )

Papers

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Showing 251–296 of 296 papers

TitleStatusHype
Clustering-Guided Class Activation for Weakly Supervised Semantic SegmentationCode0
Importance Sampling CAMs for Weakly-Supervised SegmentationCode0
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image SegmentationCode0
PSDPM: Prototype-based Secondary Discriminative Pixels Mining for Weakly Supervised Semantic SegmentationCode0
Precision matters: Precision-aware ensemble for weakly supervised semantic segmentationCode0
Multi-Granularity Denoising and Bidirectional Alignment for Weakly Supervised Semantic SegmentationCode0
MSG-SR-Net: A Weakly Supervised Network Integrating Multi-Scale Generation and Super-Pixel Refinement for Building Extraction from High-Resolution Remotely Sensed ImageriesCode0
MECPformer: Multi-estimations Complementary Patch with CNN-Transformers for Weakly Supervised Semantic SegmentationCode0
CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic SegmentationCode0
Masked Collaborative Contrast for Weakly Supervised Semantic SegmentationCode0
Leveraging Swin Transformer for Local-to-Global Weakly Supervised Semantic SegmentationCode0
Learning to Exploit the Prior Network Knowledge for Weakly-Supervised Semantic SegmentationCode0
Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation ApproachCode0
Removing supervision in semantic segmentation with local-global matching and area balancingCode0
C-CAM: Causal CAM for Weakly Supervised Semantic Segmentation on Medical ImageCode0
Rethinking Saliency-Guided Weakly-Supervised Semantic SegmentationCode0
Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic SegmentationCode0
Saliency Guided Inter- and Intra-Class Relation Constraints for Weakly Supervised Semantic SegmentationCode0
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic SegmentationCode0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
SE3D: A Framework For Saliency Method Evaluation In 3D ImagingCode0
BroadCAM: Outcome-agnostic Class Activation Mapping for Small-scale Weakly Supervised ApplicationsCode0
Integral Object Mining via Online Attention AccumulationCode0
Inferring the Class Conditional Response Map for Weakly Supervised Semantic SegmentationCode0
Self-Supervised Difference Detection for Weakly-Supervised Semantic SegmentationCode0
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationCode0
HistoSegNet: Semantic Segmentation of Histological Tissue Type in Whole Slide ImagesCode0
Self-supervised Scale Equivariant Network for Weakly Supervised Semantic SegmentationCode0
Box-driven Class-wise Region Masking and Filling Rate Guided Loss for Weakly Supervised Semantic SegmentationCode0
High-fidelity Pseudo-labels for Boosting Weakly-Supervised SegmentationCode0
ReFit: A Framework for Refinement of Weakly Supervised Semantic Segmentation using Object Border Fitting for Medical ImagesCode0
Weakly-Supervised Semantic Segmentation Network With Deep Seeded Region GrowingCode0
Pixel-Level Domain Adaptation: A New Perspective for Enhancing Weakly Supervised Semantic SegmentationCode0
Fully Convolutional Multi-Class Multiple Instance LearningCode0
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion ModelsCode0
Fine-grained Background Representation for Weakly Supervised Semantic SegmentationCode0
Weakly Supervised Semantic Segmentation via Progressive Confidence Region ExpansionCode0
A Comprehensive Analysis of Weakly-Supervised Semantic Segmentation in Different Image DomainsCode0
SPARS: Self-Play Adversarial Reinforcement Learning for Segmentation of Liver TumoursCode0
FFR: Frequency Feature Rectification for Weakly Supervised Semantic SegmentationCode0
Spatio-temporal video autoencoder with differentiable memoryCode0
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid PoolingCode0
Exploiting Inherent Class Label: Towards Robust Scribble Supervised Semantic SegmentationCode0
Bootstrapping the Performance of Webly Supervised Semantic SegmentationCode0
STC: A Simple to Complex Framework for Weakly-supervised Semantic SegmentationCode0
Exploring Weakly Supervised Semantic Segmentation Ensembles for Medical Imaging SystemsCode0
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