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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
Pixel-Level Domain Adaptation: A New Perspective for Enhancing Weakly Supervised Semantic SegmentationCode0
Adaptive Patch Contrast for Weakly Supervised Semantic Segmentation—0
Precision matters: Precision-aware ensemble for weakly supervised semantic segmentationCode0
Fine-grained Background Representation for Weakly Supervised Semantic SegmentationCode0
Learning to Detour: Shortcut Mitigating Augmentation for Weakly Supervised Semantic Segmentation—0
SE3D: A Framework For Saliency Method Evaluation In 3D ImagingCode0
Enhancing Weakly Supervised Semantic Segmentation with Multi-modal Foundation Models: An End-to-End Approach—0
Weakly-supervised Semantic Segmentation via Dual-stream Contrastive Learning of Cross-image Contextual Information—0
COIN: Counterfactual inpainting for weakly supervised semantic segmentation for medical imagesCode0
ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images—0
Tackling Ambiguity from Perspective of Uncertainty Inference and Affinity Diversification for Weakly Supervised Semantic SegmentationCode0
Background Noise Reduction of Attention Map for Weakly Supervised Semantic Segmentation—0
Rethinking Saliency-Guided Weakly-Supervised Semantic SegmentationCode0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation—0
HistoSegCap: Capsules for Weakly-Supervised Semantic Segmentation of Histological Tissue Type in Whole Slide Images—0
0-1 laws for pattern occurrences in phylogenetic trees and networks—0
CoBra: Complementary Branch Fusing Class and Semantic Knowledge for Robust Weakly Supervised Semantic Segmentation—0
Leveraging Swin Transformer for Local-to-Global Weakly Supervised Semantic SegmentationCode0
Weakly-Supervised Semantic Segmentation of Circular-Scan, Synthetic-Aperture-Sonar Imagery—0
P2Seg: Pointly-supervised Segmentation via Mutual Distillation—0
Clustering-Guided Class Activation for Weakly Supervised Semantic SegmentationCode0
PSDPM: Prototype-based Secondary Discriminative Pixels Mining for Weakly Supervised Semantic SegmentationCode0
Densify Your Labels: Unsupervised Clustering with Bipartite Matching for Weakly Supervised Point Cloud Segmentation—0
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation ModelsCode0
Top-K Pooling with Patch Contrastive Learning for Weakly-Supervised Semantic Segmentation—0
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