Section: New Results
Introduction
This year Stars has proposed new results related to its three main research axes: (i) perception for activity recognition, (ii) action recognition and (iii) semantic activity recognition.
Perception for Activity Recognition
Participants : François Brémond, Juan Diego Gonzales Zuniga, Abhijit Das, Antitza Dantcheva, Ujjwal Ujjwal, Srijan Das, David Anghelone, Monique Thonnat.
The new results for perception for activity recognition are:
-
Handling the Speed-Accuracy Trade-off in Deep Learning based Pedestrian Detection (see 6.2)
-
Deep Learning applied on Embedded Systems for People Tracking (see 6.3)
-
Partition and Reunion: A Two-Branch Neural Network for Vehicle Re- identification (see 6.4)
-
Improving Face Sketch Recognition via Adversarial Sketch-Photo Transformation (see 6.5)
-
Impact and Detection of Facial Beautification in Face Recognition: An Overview (see 6.6)
-
Computer Vision and Deep Learning applied to Facial analysis in the invisible spectra (see 6.7)
Action Recognition
Participants : François Brémond, Juan Diego Gonzales Zuniga, Abhijit Das, Antitza Dantcheva, Ujjwal Ujjwal, Srijan Das, Monique Thonnat.
The new results for action recognition are:
-
ImaGINator: Conditional Spatio-Temporal GAN for Video Generation (see 6.8)
-
Characterizing the State of Apathy with Facial Expression and Motion Analysis (see 6.9)
-
Dual-threshold Based Local Patch Construction Method for Manifold Approximation And Its Application to Facial Expression Analysis (see 6.10)
-
A Weakly Supervised Learning Technique for Classifying Facial Expressions (see 6.11)
-
Robust Remote Heart Rate Estimation from Face Utilizing Spatial- temporal Attention (see 6.12)
-
Quantified Analysis for Epileptic Seizure Videos (see 6.13)
-
Toyota Smarthome: Real-World Activities of Daily Living (see 6.15)
-
Looking deeper into Time for Activities of Daily Living Recognition (see 6.15.1)
-
Self-Attention Temporal Convolutional Network for Long-Term Daily Living Activity Detection (see 6.16)
Semantic Activity Recognition
Participants : François Brémond, Elisabetta de Maria, Antitza Dantcheva, Srijan Das, Abhijit Das, Daniel Gaffé, Thibaud L'Yvonnet, Sabine Moisan, Jean-Paul Rigault, Annie Ressouche, Ines Sarray, Yaohui Wang, S L Happy, Alexandra König, Philippe Robert, Monique Thonnat.
For this research axis, the contributions are: