Multi-Task Learning for Dense Prediction Tasks: A Survey

Simon Vandenhende, Stamatios Georgoulis, Wouter Van Gansbeke, +3

IEEE Transactions on Pattern Analysis and Machine Intelligence

Artificial IntelligenceGeometric LearningConvolutional Neural NetworkEngineeringMachine Learning +14

Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals

Wouter Van Gansbeke, Simon Vandenhende, Stamatios Georgoulis, +1

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Scene AnalysisEngineeringMachine LearningImage AnalysisData Science +15

SCAN: Learning to Classify Images Without Labels

Wouter Van Gansbeke, Simon Vandenhende, Stamatios Georgoulis, +2

Lecture notes in computer science

End-to-end Lane Detection through Differentiable Least-Squares Fitting

Wouter Van Gansbeke, Bert De Brabandere, Davy Neven, +2

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningAdvanced Driver-assistance System +15

Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations

Wouter Van Gansbeke, Simon Vandenhende, Stamatios Georgoulis, +1

arXiv (Cornell University)

Contrastive Self-supervised LearningScene AnalysisEngineeringMachine LearningImage Analysis +16

Don’t Forget The Past: Recurrent Depth Estimation from Monocular Video

Vaishakh Patil, Wouter Van Gansbeke, Dengxin Dai, +1

IEEE Robotics and Automation Letters

Machine VisionImage AnalysisData ScienceMachine LearningEngineering +13

Sparse and Noisy LiDAR Completion with RGB Guidance and Uncertainty

Wouter Van Gansbeke, Davy Neven, Bert De Brabandere, +1

EngineeringMachine LearningField RoboticsPoint Cloud ProcessingDepth Map +17

Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation

Wouter Van Gansbeke, Simon Vandenhende, Luc Van Gool

arXiv (Cornell University)

Artificial IntelligenceScene AnalysisEngineeringMachine LearningObject Masks +15

Learning To Classify Images Without Labels.

Wouter Van Gansbeke, Simon Vandenhende, Stamatios Georgoulis, +2

arXiv (Cornell University)

Image ClassificationImage AnalysisMachine VisionData ScienceMachine Learning +11