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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 251–296 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
Anti-Adversarially Manipulated Attributions for Weakly Supervised Semantic Segmentation and Object Localization—0
Maximize the Exploration of Congeneric Semantics for Weakly Supervised Semantic Segmentation—0
Learning Multi-Modal Class-Specific Tokens for Weakly Supervised Dense Object Localization—0
LapSeg3D: Weakly Supervised Semantic Segmentation of Point Clouds Representing Laparoscopic Scenes—0
Weakly supervised semantic segmentation of tomographic images in the diagnosis of stroke—0
Information Entropy Based Feature Pooling for Convolutional Neural Networks—0
Incorporating Network Built-in Priors in Weakly-supervised Semantic Segmentation—0
Mitigating Undisciplined Over-Smoothing in Transformer for Weakly Supervised Semantic Segmentation—0
Mixed-UNet: Refined Class Activation Mapping for Weakly-Supervised Semantic Segmentation with Multi-scale Inference—0
Mixup-CAM: Weakly-supervised Semantic Segmentation via Uncertainty Regularization—0
Image Augmentation with Controlled Diffusion for Weakly-Supervised Semantic Segmentation—0
Image Augmentation Agent for Weakly Supervised Semantic Segmentation—0
Weakly-supervised Semantic Segmentation in Cityscape via Hyperspectral Image—0
Movable-Object-Aware Visual SLAM via Weakly Supervised Semantic Segmentation—0
Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods—0
Hypergraph Convolutional Networks for Weakly-Supervised Semantic Segmentation—0
Multi-Evidence Filtering and Fusion for Multi-Label Classification, Object Detection and Semantic Segmentation Based on Weakly Supervised Learning—0
Weakly-Supervised Semantic Segmentation of Ships Using Thermal Imagery—0
Multi-Label Prototype Visual Spatial Search for Weakly Supervised Semantic Segmentation—0
HistoSegCap: Capsules for Weakly-Supervised Semantic Segmentation of Histological Tissue Type in Whole Slide Images—0
Multi-Miner: Object-Adaptive Region Mining for Weakly-Supervised Semantic Segmentation—0
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