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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
Bottom-Up Top-Down Cues for Weakly-Supervised Semantic Segmentation—0
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation—0
Bringing Background into the Foreground: Making All Classes Equal in Weakly-supervised Video Semantic Segmentation—0
Built-in Foreground/Background Prior for Weakly-Supervised Semantic Segmentation—0
Causal Intervention for Weakly-Supervised Semantic Segmentation—0
CG-fusion CAM: Online segmentation of laser-induced damage on large-aperture optics—0
CLIMS: Cross Language Image Matching for Weakly Supervised Semantic Segmentation—0
Closed-Loop Adaptation for Weakly-Supervised Semantic Segmentation—0
CoBra: Complementary Branch Fusing Class and Semantic Knowledge for Robust Weakly Supervised Semantic Segmentation—0
COMNet: Co-Occurrent Matching for Weakly Supervised Semantic Segmentation—0
CVFC: Attention-Based Cross-View Feature Consistency for Weakly Supervised Semantic Segmentation of Pathology Images—0
Deconvolutional Feature Stacking for Weakly-Supervised Semantic Segmentation—0
Decoupled Spatial Neural Attention for Weakly Supervised Semantic Segmentation—0
Dense Supervision Propagation for Weakly Supervised Semantic Segmentation on 3D Point Clouds—0
Densify Your Labels: Unsupervised Clustering with Bipartite Matching for Weakly Supervised Point Cloud Segmentation—0
DIAL: Dense Image-text ALignment for Weakly Supervised Semantic Segmentation—0
Dual-Augmented Transformer Network for Weakly Supervised Semantic Segmentation—0
Dynamic Feature Regularized Loss for Weakly Supervised Semantic Segmentation—0
ECS-Net: Improving Weakly Supervised Semantic Segmentation by Using Connections Between Class Activation Maps—0
Employing Multi-Estimations for Weakly-Supervised Semantic Segmentation—0
Enhancing Weakly Supervised Semantic Segmentation with Multi-modal Foundation Models: An End-to-End Approach—0
Enhancing Weakly Supervised Semantic Segmentation for Fibrosis via Controllable Image Generation—0
Exploit CAM by itself: Complementary Learning System for Weakly Supervised Semantic Segmentation—0
Exploiting Shape Cues for Weakly Supervised Semantic Segmentation—0
Exploring Pixel-level Self-supervision for Weakly Supervised Semantic Segmentation—0
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