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

Disentangled Person Image Generation

Liqian Ma, Qianru Sun, Stamatios Georgoulis, +3

Artificial IntelligencePerson Image GenerationMachine LearningEngineeringRealistic Person Images +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

Time Lens++: Event-based Frame Interpolation with Parametric Nonlinear Flow and Multi-scale Fusion

Stepan Tulyakov, Alfredo Bochicchio, Daniel Gehrig, +3

2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Event-based VisionEvent CameraEngineeringVideo ProcessingImage Analysis +20

Reflectance and Natural Illumination from Single-Material Specular Objects Using Deep Learning

Stamatios Georgoulis, Konstantinos Rematas, Tobias Ritschel, +4

IEEE Transactions on Pattern Analysis and Machine Intelligence

EngineeringMachine LearningReflectance MapPhong Reflectance ParametersComputational Illumination +16

Towards End-to-End Lane Detection: an Instance Segmentation Approach

Davy Neven, Bert De Brabandere, Stamatios Georgoulis, +2

Exemplar Guided Unsupervised Image-to-Image Translation with Semantic\n Consistency

Liqian Ma, Xu Jia, Stamatios Georgoulis, +2

arXiv (Cornell University)

Gated CRF Loss for Weakly Supervised Semantic Image Segmentation

Anton Obukhov, Stamatios Georgoulis, Dengxin Dai, +1

arXiv (Cornell University)

Structured PredictionConvolutional Neural NetworkEngineeringMachine LearningGated Crf Loss +15

Branched Multi-Task Networks: Deciding what layers to share

Simon Vandenhende, Stamatios Georgoulis

Artificial IntelligenceMulti-task NetworksMachine LearningEngineeringNetwork Analysis +16