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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 126–150 of 296 papers

TitleStatusHype
CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic SegmentationCode0
Clustering-Guided Class Activation for Weakly Supervised Semantic SegmentationCode0
COIN: Counterfactual inpainting for weakly supervised semantic segmentation for medical imagesCode0
Constrained-CNN losses for weakly supervised segmentationCode0
Convolutional Simplex Projection Network (CSPN) for Weakly Supervised Semantic SegmentationCode0
Coupling Global Context and Local Contents for Weakly-Supervised Semantic SegmentationCode0
Discovering Class-Specific Pixels for Weakly-Supervised Semantic SegmentationCode0
DOEI: Dual Optimization of Embedding Information for Attention-Enhanced Class Activation MapsCode0
Exploiting Inherent Class Label: Towards Robust Scribble Supervised Semantic SegmentationCode0
FFR: Frequency Feature Rectification for Weakly Supervised Semantic SegmentationCode0
Fine-grained Background Representation for Weakly Supervised Semantic SegmentationCode0
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion ModelsCode0
Fully Convolutional Multi-Class Multiple Instance LearningCode0
High-fidelity Pseudo-labels for Boosting Weakly-Supervised SegmentationCode0
HistoSegNet: Semantic Segmentation of Histological Tissue Type in Whole Slide ImagesCode0
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationCode0
Inferring the Class Conditional Response Map for Weakly Supervised Semantic SegmentationCode0
Integral Object Mining via Online Attention AccumulationCode0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic SegmentationCode0
Learning to Exploit the Prior Network Knowledge for Weakly-Supervised Semantic SegmentationCode0
Leveraging Swin Transformer for Local-to-Global Weakly Supervised Semantic SegmentationCode0
Masked Collaborative Contrast for Weakly Supervised Semantic SegmentationCode0
MECPformer: Multi-estimations Complementary Patch with CNN-Transformers 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
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