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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
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
Weakly Supervised Semantic Segmentation using Web-Crawled Videos—0
Weakly Supervised Semantic Segmentation Using Constrained Dominant Sets—0
Weakly Supervised Semantic Segmentation via Alternative Self-Dual Teaching—0
Weakly-supervised Semantic Segmentation via Dual-stream Contrastive Learning of Cross-image Contextual Information—0
Weak-shot Semantic Segmentation by Transferring Semantic Affinity and Boundary—0
Webly Supervised Semantic Segmentation—0
WegFormer: Transformers for Weakly Supervised Semantic Segmentation—0
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma—0
0-1 laws for pattern occurrences in phylogenetic trees and networks—0
Tackling Ambiguity from Perspective of Uncertainty Inference and Affinity Diversification for Weakly Supervised Semantic SegmentationCode0
DOEI: Dual Optimization of Embedding Information for Attention-Enhanced Class Activation MapsCode0
Weakly Supervised Semantic Segmentation using Out-of-Distribution DataCode0
Discovering Class-Specific Pixels for Weakly-Supervised Semantic SegmentationCode0
Coupling Global Context and Local Contents for Weakly-Supervised Semantic SegmentationCode0
A Self-Training Framework Based on Multi-Scale Attention Fusion for Weakly Supervised Semantic SegmentationCode0
A Novel Confidence Induced Class Activation Mapping for MRI Brain Tumor SegmentationCode0
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation ModelsCode0
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain LabelsCode0
A Multimodal Approach Combining Structural and Cross-domain Textual Guidance for Weakly Supervised OCT SegmentationCode0
Towards Single Stage Weakly Supervised Semantic SegmentationCode0
Convolutional Simplex Projection Network (CSPN) for Weakly Supervised Semantic SegmentationCode0
All-pairs Consistency Learning for Weakly Supervised Semantic SegmentationCode0
Weakly Supervised Semantic Segmentation via Progressive Patch LearningCode0
Constrained-CNN losses for weakly supervised segmentationCode0
COIN: Counterfactual inpainting for weakly supervised semantic segmentation for medical imagesCode0
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