{"title":"Editorial","authors":"Zhé Hóu, Vijay Ganesh, Jing Sun","doi":"10.1007/s11334-022-00482-2","DOIUrl":"https://doi.org/10.1007/s11334-022-00482-2","url":null,"abstract":"","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46380074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Tobias John, Simon Jantsch, C. Baier, Sascha Klüppelholz
{"title":"From Emerson-Lei automata to deterministic, limit-deterministic or good-for-MDP automata","authors":"Tobias John, Simon Jantsch, C. Baier, Sascha Klüppelholz","doi":"10.1007/s11334-022-00459-1","DOIUrl":"https://doi.org/10.1007/s11334-022-00459-1","url":null,"abstract":"","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42111113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Certifying DFA Bounds for Recognition and Separation","authors":"O. Kupferman, Nir Lavee, Salomon Sickert","doi":"10.1007/s11334-022-00446-6","DOIUrl":"https://doi.org/10.1007/s11334-022-00446-6","url":null,"abstract":"","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"52912807","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Edi Muškardin, B. Aichernig, Ingo Pill, Andrea Pferscher, Martin Tappler
{"title":"AALpy: an active automata learning library","authors":"Edi Muškardin, B. Aichernig, Ingo Pill, Andrea Pferscher, Martin Tappler","doi":"10.1007/s11334-022-00449-3","DOIUrl":"https://doi.org/10.1007/s11334-022-00449-3","url":null,"abstract":"","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"52912911","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Two-stream fusion model using 3D-CNN and 2D-CNN via video-frames and optical flow motion templates for hand gesture recognition.","authors":"Debajit Sarma, V Kavyasree, M K Bhuyan","doi":"10.1007/s11334-022-00477-z","DOIUrl":"10.1007/s11334-022-00477-z","url":null,"abstract":"<p><p>Hand gestures are useful tools for many applications in the human-computer interaction community. Here, the objective is to track the movement of the hand irrespective of the shape, size and color of the hand. And, for this, a motion template guided by optical flow (OFMT) is proposed. OFMT is a compact representation of the motion information of a gesture encoded into a single image. Recently, deep networks have shown impressive improvements as compared to conventional hand-crafted feature-based techniques. Moreover, it is seen that the use of different streams with informative input data helps to increase the recognition performance. This work basically proposes a two-stream fusion model for hand gesture recognition. The two-stream network consists of two layers-a 3D convolutional neural network (C3D) that takes gesture videos as input and a 2D-CNN that takes OFMT images as input. C3D has shown its efficiency in capturing spatiotemporal information of a video, whereas OFMT helps to eliminate irrelevant gestures providing additional motion information. Though each stream can work independently, they are combined with a fusion scheme to boost the recognition results. We have shown the efficiency of the proposed two-stream network on two databases.</p>","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9420673/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40349612","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Impact of augmentation methods in online signature verification","authors":"Dawid Najda, K. Saeed","doi":"10.1007/s11334-022-00464-4","DOIUrl":"https://doi.org/10.1007/s11334-022-00464-4","url":null,"abstract":"","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43923432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Diganta Sengupta, Subhash Mondal, Anish De Kumar, Pretha Sur
{"title":"Classification of diabetic retinopathy using stacked machine learning approach on low resource dataset","authors":"Diganta Sengupta, Subhash Mondal, Anish De Kumar, Pretha Sur","doi":"10.1007/s11334-022-00473-3","DOIUrl":"https://doi.org/10.1007/s11334-022-00473-3","url":null,"abstract":"","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49423504","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Human emotion recognition by analyzing facial expressions, heart rate and blogs using deep learning method","authors":"Rajib Ghosh, Ditipriya Sinha","doi":"10.1007/s11334-022-00471-5","DOIUrl":"https://doi.org/10.1007/s11334-022-00471-5","url":null,"abstract":"","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46085752","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Generation of all rooted trees up to a given height","authors":"S. Chakraborty, Maumita Chakraborty, R. Pal","doi":"10.1007/s11334-022-00467-1","DOIUrl":"https://doi.org/10.1007/s11334-022-00467-1","url":null,"abstract":"","PeriodicalId":44465,"journal":{"name":"Innovations in Systems and Software Engineering","volume":null,"pages":null},"PeriodicalIF":1.2,"publicationDate":"2022-08-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41433990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}