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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

Showing 251296 of 296 papers

TitleStatusHype
Closed-Loop Adaptation for Weakly-Supervised Semantic Segmentation0
Harvesting Information from Captions for Weakly Supervised Semantic Segmentation0
Box-driven Class-wise Region Masking and Filling Rate Guided Loss for Weakly Supervised Semantic SegmentationCode0
Weakly Supervised Learning of Instance Segmentation with Inter-pixel RelationsCode1
Weakly Supervised Semantic Segmentation of Satellite Images0
Fully Using Classifiers for Weakly Supervised Semantic Segmentation with Modified Cues0
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference0
The effect of scene context on weakly supervised semantic segmentation0
CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic SegmentationCode0
Learning Segmentation Masks with the Independence Prior0
Generating Self-Guided Dense Annotations for Weakly Supervised Semantic Segmentation0
Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation0
Weakly- and Semi-Supervised Panoptic SegmentationCode1
Towards Closing the Gap in Weakly Supervised Semantic Segmentation with DCNNs: Combining Local and Global Models0
Convolutional Simplex Projection Network (CSPN) for Weakly Supervised Semantic SegmentationCode0
Weakly-Supervised Semantic Segmentation by Iteratively Mining Common Object Features0
Bootstrapping the Performance of Webly Supervised Semantic SegmentationCode0
Weakly-Supervised Semantic Segmentation Network With Deep Seeded Region GrowingCode0
Constrained-CNN losses for weakly supervised segmentationCode0
Learning to Exploit the Prior Network Knowledge for Weakly-Supervised Semantic SegmentationCode0
Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic SegmentationCode1
Decoupled Spatial Neural Attention for Weakly Supervised Semantic Segmentation0
Multi-Evidence Filtering and Fusion for Multi-Label Classification, Object Detection and Semantic Segmentation Based on Weakly Supervised Learning0
Learning random-walk label propagation for weakly-supervised semantic segmentation0
Bringing Background into the Foreground: Making All Classes Equal in Weakly-supervised Video Semantic Segmentation0
Two-Phase Learning for Weakly Supervised Object Localization0
Discovering Class-Specific Pixels for Weakly-Supervised Semantic SegmentationCode0
Webly Supervised Semantic Segmentation0
A convolutional autoencoder approach for mining features in cellular electron cryo-tomograms and weakly supervised coarse segmentation0
Incorporating Network Built-in Priors in Weakly-supervised Semantic Segmentation0
Weakly Supervised Semantic Segmentation Based on Web Image Co-segmentation0
Semi and Weakly Supervised Semantic Segmentation Using Generative Adversarial Network0
Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach0
Weakly Supervised Semantic Segmentation using Web-Crawled Videos0
Bottom-Up Top-Down Cues for Weakly-Supervised Semantic Segmentation0
Built-in Foreground/Background Prior for Weakly-Supervised Semantic Segmentation0
Weakly-Supervised Semantic Segmentation using Motion Cues0
Deconvolutional Feature Stacking for Weakly-Supervised Semantic Segmentation0
Learning Transferrable Knowledge for Semantic Segmentation with Deep Convolutional Neural Network0
Semantic Component Analysis0
Spatio-temporal video autoencoder with differentiable memoryCode0
STC: A Simple to Complex Framework for Weakly-supervised Semantic SegmentationCode0
Weakly Supervised Semantic Segmentation for Social Images0
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image SegmentationCode0
Fully Convolutional Multi-Class Multiple Instance LearningCode0
From Image-level to Pixel-level Labeling with Convolutional Networks0
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