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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 101–150 of 296 papers

TitleStatusHype
Weakly Supervised Semantic Segmentation with Boundary ExplorationCode1
Mining Cross-Image Semantics for Weakly Supervised Semantic SegmentationCode1
Weakly-Supervised Segmentation for Disease Localization in Chest X-Ray ImagesCode1
Learning Integral Objects With Intra-Class Discriminator for Weakly-Supervised Semantic SegmentationCode1
Masked Based Unsupervised Content TransferCode1
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic SegmentationCode1
Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping -- Challenges and OpportunitiesCode1
Mask Based Unsupervised Content TransferCode1
Weakly Supervised Learning of Instance Segmentation with Inter-pixel RelationsCode1
Weakly- and Semi-Supervised Panoptic SegmentationCode1
Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic SegmentationCode1
SPARS: Self-Play Adversarial Reinforcement Learning for Segmentation of Liver TumoursCode0
Exploiting Inherent Class Label: Towards Robust Scribble Supervised Semantic SegmentationCode0
DOEI: Dual Optimization of Embedding Information for Attention-Enhanced Class Activation MapsCode0
Superpixel Boundary Correction for Weakly-Supervised Semantic Segmentation on Histopathology Images—0
FFR: Frequency Feature Rectification for Weakly Supervised Semantic SegmentationCode0
Weakly Supervised Semantic Segmentation via Progressive Confidence Region ExpansionCode0
Multi-Label Prototype Visual Spatial Search for Weakly Supervised Semantic Segmentation—0
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationCode0
Image Augmentation Agent for Weakly Supervised Semantic Segmentation—0
Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP—0
Prompt Categories Cluster for Weakly Supervised Semantic Segmentation—0
A Multimodal Approach Combining Structural and Cross-domain Textual Guidance for Weakly Supervised OCT SegmentationCode0
Enhancing Weakly Supervised Semantic Segmentation for Fibrosis via Controllable Image Generation—0
DIAL: Dense Image-text ALignment for Weakly Supervised Semantic Segmentation—0
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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