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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 201–250 of 296 papers

TitleStatusHype
Discriminative Region Suppression for Weakly-Supervised Semantic SegmentationCode1
Learning Class-Agnostic Pseudo Mask Generation for Box-Supervised Semantic SegmentationCode1
Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue GraphsCode1
Context Decoupling Augmentation for Weakly Supervised Semantic SegmentationCode1
Puzzle-CAM: Improved localization via matching partial and full featuresCode1
Unlocking the Potential of Ordinary Classifier: Class-Specific Adversarial Erasing Framework for Weakly Supervised Semantic SegmentationCode1
ECS-Net: Improving Weakly Supervised Semantic Segmentation by Using Connections Between Class Activation Maps—0
Weakly-supervised Semantic Segmentation in Cityscape via Hyperspectral Image—0
Group-Wise Semantic Mining for Weakly Supervised Semantic SegmentationCode1
3D Guided Weakly Supervised Semantic Segmentation—0
Find it if You Can: End-to-End Adversarial Erasing for Weakly-Supervised Semantic SegmentationCode1
A Weakly-Supervised Semantic Segmentation Approach based on the Centroid Loss: Application to Quality Control and Inspection—0
LID 2020: The Learning from Imperfect Data Challenge Results—0
Zoom-CAM: Generating Fine-grained Pixel Annotations from Image Labels—0
Causal Intervention for Weakly-Supervised Semantic Segmentation—0
Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance SegmentationCode1
Weakly-Supervised Semantic Segmentation via Sub-category ExplorationCode1
Mixup-CAM: Weakly-supervised Semantic Segmentation via Uncertainty Regularization—0
Weakly Supervised Semantic Segmentation with Boundary ExplorationCode1
Splitting vs. Merging: Mining Object Regions with Discrepancy and Intersection Loss for Weakly Supervised Semantic Segmentation—0
Employing Multi-Estimations for Weakly-Supervised Semantic Segmentation—0
Semi-supervised Semantic Segmentation via Strong-weak Dual-branch Network—0
PCAMs: Weakly Supervised Semantic Segmentation Using Point Supervision—0
Mining Cross-Image Semantics for Weakly Supervised Semantic SegmentationCode1
Weakly-Supervised Segmentation for Disease Localization in Chest X-Ray ImagesCode1
Multi-Miner: Object-Adaptive Region Mining for Weakly-Supervised Semantic Segmentation—0
NoPeopleAllowed: The Three-Step Approach to Weakly Supervised Semantic Segmentation—0
Learning Integral Objects With Intra-Class Discriminator for Weakly-Supervised Semantic SegmentationCode1
Masked Based Unsupervised Content TransferCode1
Weakly Supervised Semantic Segmentation in 3D Graph-Structured Point Clouds of Wild Scenes—0
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic SegmentationCode1
Realizing Pixel-Level Semantic Learning in Complex Driving Scenes based on Only One Annotated Pixel per Class—0
Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping -- Challenges and OpportunitiesCode1
Weakly-Supervised Semantic Segmentation by Iterative Affinity Learning—0
A Comprehensive Analysis of Weakly-Supervised Semantic Segmentation in Different Image DomainsCode0
Neural Diffusion Distance for Image Segmentation—0
Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation ApproachCode0
Self-Supervised Difference Detection for Weakly-Supervised Semantic SegmentationCode0
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic SegmentationCode0
HistoSegNet: Semantic Segmentation of Histological Tissue Type in Whole Slide ImagesCode0
Integral Object Mining via Online Attention AccumulationCode0
Attention Bridging Network for Knowledge Transfer—0
Information Entropy Based Feature Pooling for Convolutional Neural Networks—0
Weakly Supervised Semantic Segmentation Using Constrained Dominant Sets—0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
Self-supervised Scale Equivariant Network for Weakly Supervised Semantic SegmentationCode0
Frame-to-Frame Aggregation of Active Regions in Web Videos for Weakly Supervised Semantic Segmentation—0
Mask Based Unsupervised Content TransferCode1
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation—0
Movable-Object-Aware Visual SLAM via Weakly Supervised Semantic Segmentation—0
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