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An Open Framework for Remote-PPG Methods and their Assessment
GiuseppeBoccignone, DonatelloConte, VittorioCuculo....
Published date-11/26/2020
Heartrateestimation, Photoplethysmography(PPG)
This paper presents a comprehensive framework for studying methods of pulse rate estimation relying on remote photoplethysmography (rPPG). There has been a remarkable development of rPPG techniques in recent years, …
ShapeFlow: Dynamic Shape Interpreter for TensorFlow
SahilVerma, ZhendongSu....
Published date-11/26/2020
We present ShapeFlow, a dynamic abstract interpreter for TensorFlow which quickly catches tensor shape incompatibility errors, one of the most common bugs in deep learning code. ShapeFlow shares the same …
An End-to-end Deep Reinforcement Learning Approach for the Long-term Short-term Planning on the Frenet Space
MajidMoghadam, AliAlizadeh, EnginTekin....
Published date-11/26/2020
DecisionMaking, MotionPlanning, TimeSeries
Tactical decision making and strategic motion planning for autonomous highway driving are challenging due to the complication of predicting other road users' behaviors, diversity of environments, and complexity of the …
Molecular representation learning with language models and domain-relevant auxiliary tasks
BenedekFabian, ThomasEdlich, HélénaGaspar....
Published date-11/26/2020
DrugDiscovery, RepresentationLearning
We apply a Transformer architecture, specifically BERT, to learn flexible and high quality molecular representations for drug discovery problems. We study the impact of using different combinations of self-supervised tasks …
Data-Efficient Classification of Radio Galaxies
AshwinSamudre, LijoGeorge, MahakBansal....
Published date-11/26/2020
Few-ShotLearning, TransferLearning
The continuum emission from radio galaxies can be generally classified into different classes like FRI, FRII, Bent, or Compact. In this paper, we explore the task of radio galaxy classification …
Dense Attention Fluid Network for Salient Object Detection in Optical Remote Sensing Images
QijianZhang, RunminCong, ChongyiLi....
Published date-11/26/2020
ObjectDetection, SalientObjectDetection
Despite the remarkable advances in visual saliency analysis for natural scene images (NSIs), salient object detection (SOD) for optical remote sensing images (RSIs) still remains an open and challenging problem. …