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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
Frame-to-Frame Aggregation of Active Regions in Web Videos for Weakly Supervised Semantic Segmentation0
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation0
Movable-Object-Aware Visual SLAM via Weakly Supervised Semantic Segmentation0
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 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
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
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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