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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 201–225 of 296 papers

TitleStatusHype
Splitting vs. Merging: Mining Object Regions with Discrepancy and Intersection Loss for Weakly Supervised Semantic Segmentation—0
SSA: Semantic Structure Aware Inference for Weakly Pixel-Wise Dense Predictions without Cost—0
Superpixel Boundary Correction for Weakly-Supervised Semantic Segmentation on Histopathology Images—0
The effect of scene context on weakly supervised semantic segmentation—0
ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images—0
Top-K Pooling with Patch Contrastive Learning for Weakly-Supervised Semantic Segmentation—0
Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP—0
Towards Closing the Gap in Weakly Supervised Semantic Segmentation with DCNNs: Combining Local and Global Models—0
Towards Noiseless Object Contours for Weakly Supervised Semantic Segmentation—0
Treating Pseudo-labels Generation as Image Matting for Weakly Supervised Semantic Segmentation—0
Two-Phase Learning for Weakly Supervised Object Localization—0
USAGE: A Unified Seed Area Generation Paradigm for Weakly Supervised Semantic Segmentation—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
Weakly Supervised Semantic Segmentation for Social Images—0
Weakly Supervised Semantic Segmentation in 3D Graph-Structured Point Clouds of Wild Scenes—0
Weakly Supervised Semantic Segmentation of Satellite Images—0
Weakly supervised semantic segmentation of tomographic images in the diagnosis of stroke—0
Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods—0
Weakly-Supervised Semantic Segmentation of Ships Using Thermal Imagery—0
Weakly-Supervised Semantic Segmentation of Circular-Scan, Synthetic-Aperture-Sonar Imagery—0
Weakly Supervised Semantic Segmentation of Echocardiography Videos via Multi-level Features Selection—0
Weakly-Supervised Semantic Segmentation using Motion Cues—0
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