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One-shot action recognition in challenging therapy scenarios [article]

Alberto Sabater, Laura Santos, Jose Santos-Victor, Alexandre Bernardino, Luis Montesano, Ana C. Murillo
2021 arXiv   pre-print
This work presents a novel approach for one-shot action recognition in the wild that computes motion representations robust to variable kinematic conditions.  ...  Our approach is evaluated on the public NTU-120 one-shot action recognition benchmark, outperforming previous action recognition models.  ...  Conclusions This work presents a novel skeleton-based framework for one-shot action recognition in the wild.  ... 
arXiv:2102.08997v4 fatcat:s5vzjm3yivcljibtaxxiw6dbza

Robot-Enhanced Therapy: Development and Validation of Supervised Autonomous Robotic System for Autism Spectrum Disorders Therapy

Hoang-Long Cao, Pablo G. Esteban, Madeleine Bartlett, Paul Baxter, Tony Belpaeme, Erik Billing, Haibin Cai, Mark Coeckelbergh, Cristina Costescu, Daniel David, Albert De Beir, Daniel Hernandez (+15 others)
2019 IEEE robotics & automation magazine  
R obot-Assisted Therapy (RAT) has shown potential advantages to improve social skills for children with Autism Spectrum Disorders (ASD).  ...  Esteban contributed equally to this work. standard therapy for children with ASD. We also discuss the next steps of developing RET robotic systems.  ...  Different techniques have been applied on raw images captured by RGB cameras and Microsoft's Kinect sensors for gaze estimation, skeleton joint-based action recognition, face and facial expression recognition  ... 
doi:10.1109/mra.2019.2904121 fatcat:p7agpjow4bhpdabpad2uoozf3y

The importance of machine learning in autonomous actions for surgical decision making

Martin Wagner, Sebastian Bodenstedt, Marie Daum, Andre Schulze, Rayan Younis, Johanna Brandenburg, Fiona R. Kolbinger, Marius Distler, Lena Maier-Hein, Jürgen Weitz, Beat-Peter Müller-Stich, Stefanie Speidel
2022 Artificial Intelligence Surgery  
Autonomous actions related to surgical decision-making include preoperative decision support, intraoperative assistance functions, as well as robot-assisted actions.  ...  resulting in a huge potential to improve patient therapy and surgical outcome by means of Surgical Data Science.  ...  AUTONOMOUS ACTIONS IN SURGERY Autonomous actions related to surgical decision-making include preoperative decision support, intraoperative assistance functions as well as robot-assisted actions.  ... 
doi:10.20517/ais.2022.02 fatcat:462tf4p4mbgvxlbvot43hadxwe

A New Psychosocial Tool for Gaining Patient Understanding and Acceptance of Long-acting Injectable Antipsychotic Therapy

Robert A Lasser, Nina R Schooler, Mary Kujawa, John Docherty, Peter Weiden
2009 Psychiatry  
This novel clinical tool is based on the principles of motivational enhancement therapy, a patient-centered approach that seeks to evoke the patient's own motivation for change, to consolidate the decision  ...  It encompasses (and is an acronym for) goal setting, action planning, initiating treatment, and nurturing motivation.  ...  This novel clinical tool is based on the principles of motivational enhancement therapy, a patient-centered approach that INTRODUCTION Nonadherence to oral antipsychotic medications is one of the most  ... 
pmid:19724728 pmcid:PMC2714813 fatcat:a4ompdmrqjg2nhvupydj2klsfy

An Approach to Gesture Recognition with Skeletal Data Using Dynamic Time Warping and Nearest Neighbour Classifier

Alba Ribó, Dawid Warchoł, Mariusz Oszust
2016 International Journal of Intelligent Systems and Applications  
In this paper, an approach to gesture recognition bas ed on skeletal data using nearest neighbour classifier with dynamic time warping is presented.  ...  For some gesture datasets, the proposed approach outperformed its competitors in terms of recognition rate and time of recognition.  ...  Jiang et al. in [9] proposed a mult i-layered gesture recognition method with Kinect, which was able to obtain promising results in the one-shot learning gesture recognition test on ChaLearn gesture  ... 
doi:10.5815/ijisa.2016.06.01 fatcat:rbaag3ewqndmpgnltzvv3rvvxa

Learning Neural Textual Representations for Citation Recommendation

Binh Thanh Kieu, Inigo Jauregi Unanue, Son Bao Pham, Hieu Xuan Phan, Massimo Piccardi
2021 2020 25th International Conference on Pattern Recognition (ICPR)  
3 -Jan 14, 2021 -DAY 4 -Jan 15, 2021 Live Memmesheimer, Raphael; Theisen, Nick; Paulus, Dietrich 1264 PS T3.10 SL-DML: Signal Level Deep Metric Learning for Multimodal One- Shot Action Recognition  ...  Action Recognition DAY 3 -Jan 14, 2021 -DAY 4 -Jan 15, 2021 Learning Group Activities from Skeletons without Individual Action Labels Boosting High-Level Vision with Joint Compression Artifacts Reduction  ... 
doi:10.1109/icpr48806.2021.9412725 fatcat:3vge2tpd2zf7jcv5btcixnaikm

READING FICTION FOR BETTER LIFE IN LUIS SEPULVEDA'S THE OLD MAN WHO READ LOVE STORIES

Melania Priska Mendrofa
2020 Elite English and Literature Journal  
The passionate kissing in the novel read by Antonio represents the normal action people do in life. He is not the sinner. He is one of many.  ...  When a reader feels good emotional pleasure through a story in a novel, then it can create his or her enjoyment toward the novel.  ... 
doi:10.24252/10.24252/elite.v7i2a2 fatcat:vtvuiqinkzby7cuigq6yao43wu

Protein Engineering: A New Frontier for Biological Therapeutics

Peter Tobin, David Richards, Randolph Callender, Corey Wilson
2015 Current drug metabolism  
This review focuses on applications of targeted drug neutralization, stimulus-responsive engineered protein prodrugs, and emerging multicomponent smart drug systems (e.g., antibody-drug conjugates, responsive  ...  Directed Enzyme Prodrug Therapy In directed enzyme prodrug therapy (DEPT), an enzyme is delivered in a targeted manner to the desired site of action.  ...  FDA US Food and Drug Administration CALI Chromophore Assisted Light Inactivation DEPT Directed Enzyme Prodrug Therapy ADEPT Antibody Directed Enzyme Prodrug Therapy GDEPT Gene Directed Enzyme Prodrug Therapy  ... 
doi:10.2174/1389200216666141208151524 pmid:25495737 pmcid:PMC4931902 fatcat:kltbbz2zerbjhn4eywfmeh5xfi

Sidney Lumet: film and literary vision

1992 ChoiceReviews  
Below, Conjoined by a sometimes misplaced idealism, the son (Andy Garcia) reaches out for the father (Ian Holm) in Night Falls on Manhattan (1997).  ...  Above, In a tight two-shot against the ominous window, the young attorney (Rebecca DeMornay) begins to sense the manipulativeness of her client (Don Johnson) in Guilty as Sin (1993).  ...  After this recognition, Hepburn raises a hand tentatively toward Tyrone as she sighs, "I'm sorry, dear," and drifts away.  ... 
doi:10.5860/choice.29-5606 fatcat:vf7cx7xjzzbc3mmy5p6rz7sjba

Preliminary Evaluation of a Personal Healthcare System Prototype for Cognitive eRehabilitation in a Living Assistance Domain

Matteo Pastorino, Alessio Fioravanti, Maria Arredondo, José Cogollor, Javier Rojo, Manuel Ferre, Marta Bienkiewicz, Joachim Hermsdörfer, Evangelia Fringi, Alan Wing
2014 Sensors  
This paper introduces a novel concept of a personalized cognitive rehabilitation system in a naturalistic setting.  ...  The integration of rehabilitation systems in an ambient assisted living environment can provide a powerful and versatile tool for long-term stroke rehabilitation goals.  ...  Acknowledgments This work is funded by the European Commission under the "Cognitive Rehabilitation of Apraxia and Action Disorganisation Syndrome (CogWatch)" project (7th Framework Programme), grant agreement  ... 
doi:10.3390/s140610213 pmid:24922452 pmcid:PMC4118340 fatcat:u3xurosciravjfhivferieofji

CRISPR-Cas, a robust gene-editing technology in the era of modern cancer immunotherapy

Seyed Mohammad Miri, Elham Tafsiri, William Chi Shing Cho, Amir Ghaemi
2020 Cancer Cell International  
The robust potential of CRISPR-Cas in preparing the building blocks of ACT immunotherapy has broaden the application of such therapies and some of them have gotten FDA approvals.  ...  One of the principal approaches of cancer immunotherapy is transfer of natural or engineered tumor-specific T-cells into patients, a so called "adoptive cell transfer", or ACT, process.  ...  studies that aimed at targeting multiple sites using distinct gRNAs for each target in one-shot CRISPR treatment, Eyquem et al. introduced a novel method to create TCR -CD19 CAR T-cells through single  ... 
doi:10.1186/s12935-020-01546-8 pmid:32973401 pmcid:PMC7493839 fatcat:bjffwokrp5ew5borzuqventmxy

Hybrid Feature Selection for Myoelectric Signal Classification Using MICA

Ganesh Naik, Dinesh Kumar
2010 Journal of Electrical Engineering  
The focus of this work is to establish a simple, yet robust system that can be used to identify subtle complex hand actions and gestures for control of prosthesis and other computer assisted devices.  ...  Testing was conducted using several single shot experiments conducted with five subjects. The results indicate that the system is able to classify four different wrist actions with near 100% accuracy.  ...  This results in one number representing the muscle activity for each channel for each hand action.  ... 
doi:10.2478/v10187-010-0013-8 fatcat:bptvs4fntngxzcnncvilugnobe

Guided Weak Supervision for Action Recognition with Scarce Data to Assess Skills of Children with Autism [article]

Prashant Pandey, Prathosh AP, Manu Kohli, Josh Pritchard
2020 arXiv   pre-print
Our proposed method is found to improve the performance of the state-of-the-art multi-class human action recognition models in-spite of supervision with scarce data.  ...  In this paper, we propose to automate the response measurement through video recording of the scene following the use of Deep Neural models for human action recognition from videos.  ...  FSL evaluates on novel classes with limited training examples but these novel classes are sampled from the same dataset.  ... 
arXiv:1911.04140v3 fatcat:kvgq5ytv2jhqjc4vvrf7tz7gvi

Brief Report: Theatre as Therapy for Children with Autism Spectrum Disorder

Blythe A. Corbett, Joan R. Gunther, Dan Comins, Jenifer Price, Niles Ryan, David Simon, Clayton W. Schupp, Taylor Rios
2010 Journal of Autism and Developmental Disorders  
Parents of participants were given access to the protected video galleries allowing their children to repeatedly practice the actions recorded on the videos.  ...  Care was taken to provide a supportive social environment and individualized assistance.  ... 
doi:10.1007/s10803-010-1064-1 pmid:20640592 pmcid:PMC3055998 fatcat:tmbahopm4nb45m4ey3iakbt3y4

Guided Weak Supervision for Action Recognition with Scarce Data to Assess Skills of Children with Autism

Prashant Pandey, Prathosh AP, Manu Kohli, Josh Pritchard
2020 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
Our proposed method is found to improve the performance of the state-of-the-art multi-class human action recognition models in-spite of supervision with scarce data.  ...  In this paper, we propose to automate the response measurement through video recording of the scene following the use of Deep Neural models for human action recognition from videos.  ...  FSL evaluates on novel classes with limited training examples but these novel classes are sampled from the same dataset.  ... 
doi:10.1609/aaai.v34i01.5383 fatcat:2jpeoh7uqfambhe66rvi4jrtz4
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