SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 296 papers

TitleStatusHype
Hierarchical Semantic Contrast for Weakly Supervised Semantic SegmentationCode1
Class-incremental Continual Learning for Instance Segmentation with Image-level Weak SupervisionCode1
SemFormer: Semantic Guided Activation Transformer for Weakly Supervised Semantic SegmentationCode1
Class Re-Activation Maps for Weakly-Supervised Semantic SegmentationCode1
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic SegmentationCode1
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic SegmentationCode1
Hunting Attributes: Context Prototype-Aware Learning for Weakly Supervised Semantic SegmentationCode1
Class Tokens Infusion for Weakly Supervised Semantic SegmentationCode1
Weakly Supervised Semantic Segmentation for Driving ScenesCode1
Weakly Supervised Semantic Segmentation via Adversarial Learning of Classifier and ReconstructorCode1
Unlocking the Potential of Ordinary Classifier: Class-Specific Adversarial Erasing Framework for Weakly Supervised Semantic SegmentationCode1
Zoom-CAM: Generating Fine-grained Pixel Annotations from Image Labels—0
3D Guided Weakly Supervised Semantic Segmentation—0
A Weakly-Supervised Semantic Segmentation Approach based on the Centroid Loss: Application to Quality Control and Inspection—0
A convolutional autoencoder approach for mining features in cellular electron cryo-tomograms and weakly supervised coarse segmentation—0
Adaptive Affinity Loss and Erroneous Pseudo-Label Refinement for Weakly Supervised Semantic Segmentation—0
Anti-Adversarially Manipulated Attributions for Weakly Supervised Semantic Segmentation and Object Localization—0
Adaptive Patch Contrast for Weakly Supervised Semantic Segmentation—0
Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation—0
Exploring Limits of Diffusion-Synthetic Training with Weakly Supervised Semantic Segmentation—0
Attention-based Class Activation Diffusion for Weakly-Supervised Semantic Segmentation—0
Attention Bridging Network for Knowledge Transfer—0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation—0
Background Noise Reduction of Attention Map for Weakly Supervised Semantic Segmentation—0
Beyond Discriminative Regions: Saliency Maps as Alternatives to CAMs for Weakly Supervised Semantic Segmentation—0
Bottom-Up Top-Down Cues for Weakly-Supervised Semantic Segmentation—0
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation—0
Bringing Background into the Foreground: Making All Classes Equal in Weakly-supervised Video Semantic Segmentation—0
Built-in Foreground/Background Prior for Weakly-Supervised Semantic Segmentation—0
Causal Intervention for Weakly-Supervised Semantic Segmentation—0
CG-fusion CAM: Online segmentation of laser-induced damage on large-aperture optics—0
CLIMS: Cross Language Image Matching for Weakly Supervised Semantic Segmentation—0
Closed-Loop Adaptation for Weakly-Supervised Semantic Segmentation—0
CoBra: Complementary Branch Fusing Class and Semantic Knowledge for Robust Weakly Supervised Semantic Segmentation—0
COMNet: Co-Occurrent Matching for Weakly Supervised Semantic Segmentation—0
CVFC: Attention-Based Cross-View Feature Consistency for Weakly Supervised Semantic Segmentation of Pathology Images—0
Deconvolutional Feature Stacking for Weakly-Supervised Semantic Segmentation—0
Decoupled Spatial Neural Attention for Weakly Supervised Semantic Segmentation—0
Dense Supervision Propagation for Weakly Supervised Semantic Segmentation on 3D Point Clouds—0
Densify Your Labels: Unsupervised Clustering with Bipartite Matching for Weakly Supervised Point Cloud Segmentation—0
DIAL: Dense Image-text ALignment for Weakly Supervised Semantic Segmentation—0
Dual-Augmented Transformer Network for Weakly Supervised Semantic Segmentation—0
Dynamic Feature Regularized Loss for Weakly Supervised Semantic Segmentation—0
ECS-Net: Improving Weakly Supervised Semantic Segmentation by Using Connections Between Class Activation Maps—0
Employing Multi-Estimations for Weakly-Supervised Semantic Segmentation—0
Enhancing Weakly Supervised Semantic Segmentation with Multi-modal Foundation Models: An End-to-End Approach—0
Enhancing Weakly Supervised Semantic Segmentation for Fibrosis via Controllable Image Generation—0
Exploit CAM by itself: Complementary Learning System for Weakly Supervised Semantic Segmentation—0
Exploiting Shape Cues for Weakly Supervised Semantic Segmentation—0
Exploring Pixel-level Self-supervision for Weakly Supervised Semantic Segmentation—0
Show:102550
← PrevPage 3 of 6Next →

No leaderboard results yet.