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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 101–125 of 296 papers

TitleStatusHype
PointCT: Point Central Transformer Network for Weakly-supervised Point Cloud Semantic SegmentationCode1
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic SegmentationCode1
Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive LearningCode1
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic SegmentationCode1
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype ContrastCode1
Weakly Supervised Semantic Segmentation by Knowledge Graph InferenceCode1
GETAM: Gradient-weighted Element-wise Transformer Attention Map for Weakly-supervised Semantic segmentationCode1
Group-Wise Learning for Weakly Supervised Semantic SegmentationCode1
Group-Wise Semantic Mining for Weakly Supervised Semantic SegmentationCode1
Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping -- Challenges and OpportunitiesCode1
Hierarchical Semantic Contrast for Weakly Supervised Semantic SegmentationCode1
Information Entropy Based Feature Pooling for Convolutional Neural Networks—0
A convolutional autoencoder approach for mining features in cellular electron cryo-tomograms and weakly supervised coarse segmentation—0
Image Augmentation with Controlled Diffusion for Weakly-Supervised Semantic Segmentation—0
Image Augmentation Agent for Weakly Supervised Semantic Segmentation—0
Weakly-supervised Semantic Segmentation in Cityscape via Hyperspectral Image—0
Hypergraph Convolutional Networks for Weakly-Supervised Semantic Segmentation—0
COMNet: Co-Occurrent Matching for Weakly Supervised Semantic Segmentation—0
HistoSegCap: Capsules for Weakly-Supervised Semantic Segmentation of Histological Tissue Type in Whole Slide Images—0
Maximize the Exploration of Congeneric Semantics for Weakly Supervised Semantic Segmentation—0
Incorporating Network Built-in Priors in Weakly-supervised Semantic Segmentation—0
Background Noise Reduction of Attention Map for Weakly Supervised Semantic Segmentation—0
Mitigating Undisciplined Over-Smoothing in Transformer for Weakly Supervised Semantic Segmentation—0
Harvesting Information from Captions for Weakly Supervised Semantic Segmentation—0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation—0
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