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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 151–200 of 296 papers

TitleStatusHype
Multi-class Token Transformer for Weakly Supervised Semantic SegmentationCode1
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic SegmentationCode1
Cross Language Image Matching for Weakly Supervised Semantic SegmentationCode2
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with TransformersCode2
Class Re-Activation Maps for Weakly-Supervised Semantic SegmentationCode1
PointMatch: A Consistency Training Framework for Weakly Supervised Semantic Segmentation of 3D Point Clouds—0
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid PoolingCode0
Modeling the Background for Incremental and Weakly-Supervised Semantic SegmentationCode1
Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods—0
MuSCLe: A Multi-Strategy Contrastive Learning Framework for Weakly Supervised Semantic Segmentation—0
MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing dataCode1
Towards Noiseless Object Contours for Weakly Supervised Semantic Segmentation—0
CLIMS: Cross Language Image Matching for Weakly Supervised Semantic Segmentation—0
C-CAM: Causal CAM for Weakly Supervised Semantic Segmentation on Medical ImageCode0
MSG-SR-Net: A Weakly Supervised Network Integrating Multi-Scale Generation and Super-Pixel Refinement for Building Extraction from High-Resolution Remotely Sensed ImageriesCode0
Weakly Supervised Semantic Segmentation via Alternative Self-Dual Teaching—0
Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic SegmentationCode1
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic SegmentationCode1
Exploring Pixel-level Self-supervision for Weakly Supervised Semantic Segmentation—0
GETAM: Gradient-weighted Element-wise Transformer Attention Map for Weakly-supervised Semantic segmentationCode1
Group-Wise Learning for Weakly Supervised Semantic SegmentationCode1
SSA: Semantic Structure Aware Inference for Weakly Pixel-Wise Dense Predictions without Cost—0
Inferring the Class Conditional Response Map for Weakly Supervised Semantic SegmentationCode0
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification LabelsCode1
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype ContrastCode1
Reducing Information Bottleneck for Weakly Supervised Semantic SegmentationCode1
Weakly-Supervised Semantic Segmentation by Learning Label Uncertainty—0
Maximize the Exploration of Congeneric Semantics for Weakly Supervised Semantic Segmentation—0
Adaptive Early-Learning Correction for Segmentation from Noisy AnnotationsCode1
Weak-shot Semantic Segmentation by Transferring Semantic Affinity and Boundary—0
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-RefinementCode1
Weakly supervised semantic segmentation of tomographic images in the diagnosis of stroke—0
Pseudo-mask Matters in Weakly-supervised Semantic SegmentationCode1
Seminar Learning for Click-Level Weakly Supervised Semantic Segmentation—0
Complementary Patch for Weakly Supervised Semantic SegmentationCode1
Dynamic Feature Regularized Loss for Weakly Supervised Semantic Segmentation—0
Adaptive Affinity Loss and Erroneous Pseudo-Label Refinement for Weakly Supervised Semantic Segmentation—0
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic SegmentationCode1
Dense Supervision Propagation for Weakly Supervised Semantic Segmentation on 3D Point Clouds—0
Embedded Discriminative Attention Mechanism for Weakly Supervised Semantic SegmentationCode1
Towards Single Stage Weakly Supervised Semantic SegmentationCode0
Affinity Attention Graph Neural Network for Weakly Supervised Semantic SegmentationCode1
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic SegmentationCode1
Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive LearningCode1
SQN: Weakly-Supervised Semantic Segmentation of Large-Scale 3D Point CloudsCode1
Background-Aware Pooling and Noise-Aware Loss for Weakly-Supervised Semantic SegmentationCode1
Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional NetworksCode1
Non-Salient Region Object Mining for Weakly Supervised Semantic SegmentationCode1
Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic SegmentationCode1
BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance SegmentationCode1
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