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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 251–275 of 296 papers

TitleStatusHype
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation—0
USAGE: A Unified Seed Area Generation Paradigm for Weakly Supervised Semantic Segmentation—0
Weak-shot Semantic Segmentation by Transferring Semantic Affinity and Boundary—0
Bottom-Up Top-Down Cues for Weakly-Supervised Semantic Segmentation—0
Beyond Discriminative Regions: Saliency Maps as Alternatives to CAMs for Weakly Supervised Semantic Segmentation—0
Background Noise Reduction of Attention Map for Weakly Supervised Semantic Segmentation—0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation—0
Attention Bridging Network for Knowledge Transfer—0
0-1 laws for pattern occurrences in phylogenetic trees and networks—0
Weakly Supervised Semantic Segmentation Based on Web Image Co-segmentation—0
Weakly-Supervised Semantic Segmentation by Iteratively Mining Common Object Features—0
Weakly-Supervised Semantic Segmentation by Learning Label Uncertainty—0
Weakly-Supervised Semantic Segmentation by Iterative Affinity Learning—0
Attention-based Class Activation Diffusion for Weakly-Supervised Semantic Segmentation—0
Exploring Limits of Diffusion-Synthetic Training with Weakly Supervised Semantic Segmentation—0
Weakly Supervised Semantic Segmentation for Social Images—0
Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation—0
Adaptive Patch Contrast for Weakly Supervised Semantic Segmentation—0
Weakly Supervised Semantic Segmentation in 3D Graph-Structured Point Clouds of Wild Scenes—0
Weakly Supervised Semantic Segmentation of Satellite Images—0
LID 2020: The Learning from Imperfect Data Challenge Results—0
Learning Transferrable Knowledge for Semantic Segmentation with Deep Convolutional Neural Network—0
Learning to Detour: Shortcut Mitigating Augmentation for Weakly Supervised Semantic Segmentation—0
Learning Segmentation Masks with the Independence Prior—0
Learning random-walk label propagation for weakly-supervised semantic segmentation—0
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