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people:antonio [2020/03/05 08:37]
Simon Haller-Seeber
people:antonio [2022/04/08 11:41] (current)
Antonio Rodriguez-Sanchez
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 Antonio José Rodríguez Sánchez is currently an Assistant Professor in the Intelligent and Interactive Systems group of the department of Computer Science at the Universität Innsbruck (Austria) leaded by Prof. Justus Piater. Antonio José Rodríguez Sánchez is currently an Assistant Professor in the Intelligent and Interactive Systems group of the department of Computer Science at the Universität Innsbruck (Austria) leaded by Prof. Justus Piater.
  
-He was born in Santiago de Compostela (A Coruña), a beautiful city in the north-west of Spain.+He was born in Santiago de Compostela (A Coruña), a beautiful city in the north-west of Spain. He completed his Ph.D. at the Center for Vision Research (York University, Toronto, Canada) on modeling attention and intermediate areas of the visual cortex under the supervision of Prof. John K. Tsotsos (Canada Research Chair) in 2010. He obtained the degree of M.Sc. in Computer Science at the Universidade da Coruña (Spain) in 1998. He received his B.Sc. in Computer Science at Universidad de Córdoba (Spain) with Honors and did his Bachelor Thesis at the Université de La Rochelle (France). He has also finished 3 years of B.Sc. in Biology in the Universidad Autónoma de Madrid (Spain).
  
-He completed his Ph.D. at the Center for Vision Research (York University, Toronto, Canada) on modeling attention and intermediate areas of the visual cortex under the supervision of John K. Tsotsos in 2010. He obtained the degree of M.Sc. in Computer Science at the Universidade da Coruña (Spain) in 1998. He received his B.Sc. in Computer Science at Universidad de Córdoba (Spain) with Honors. He did his Bachelor Thesis at the Université de La Rochelle (France). He has also finished 3 years of B.Sc. in Biology in the Universidad Autónoma de Madrid (Spain). +His current research interests include ​different areas of artificial intelligence:​ Explainable AI, computational neuroscience,​ (deep) neural networks, computer vision, machine learning and robotics.
- +
-His current research interests include computational neuroscience,​ (deep) neural networks, computer vision, machine learning and robotics.+
  
 He is also interested from an “amateur” point of view in other non computer related scientific fields such as physiscs, mathematics,​ biology, history, sports (skiing, swimming, hiking, fencing) and photography. He is also interested from an “amateur” point of view in other non computer related scientific fields such as physiscs, mathematics,​ biology, history, sports (skiing, swimming, hiking, fencing) and photography.
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 ---- ----
  
 +  * Explainable AI
   * Biological plausibility and inspiration   * Biological plausibility and inspiration
   * Computer Vision   * Computer Vision
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 </​script>​ </​script>​
 <​div><​ol>​ <​div><​ol>​
 +<​li><​div class="​li JOUR" id="​Peer-2022-PRL"​ title="​Peer-2022-PRL"><​p><​span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Stefan</​span>​ <span class="​surname">​Engl</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Greedy-layer pruning: Speeding up transformer models for natural language processing. </​span>​Patterm Recognition Letters 157, p.76-82, <span class="​pubdate">​2022</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​2105.14839v2"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +</​svg>​ <a href="#​Peer-2022-PRL">​[Link]</​a>​ <a href="​http://​dx.doi.org/​2105.14839v2">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2022-PRL',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2022-PRL',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li CONF" id="​Rojas-2022-IJPRAI"​ title="​Rojas-2022-IJPRAI"><​p><​span class="​author"><​span class="​firstname">​Cristof</​span>​ <span class="​surname">​Rojas</​span></​span>,​ <span class="​author"><​span class="​firstname">​Erwan</​span>​ <span class="​surname">​Renaudo</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Deep Learning for Fast Segmentation of E-waste Devices'​ Inner Parts in a Recycling Scenario. </​span>​
 +      International Conference on Pattern Recognition and Artificial Intelligence,​ <span class="​pubdate">​2022</​span>​. <span class="​actions">​ <a href="#​copyright.notice.Springer"​ title="​Springer-Verlag copyright notice">​Springer-Verlag</​a>​ <a href="#​Rojas-2022-IJPRAI">​[Link]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Rojas-2022-IJPRAI',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li JOUR" id="​Stabinger-2021-JOV"​ title="​Stabinger-2021-JOV"><​p><​span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Justus</​span>​ <span class="​surname">​Piater</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Evaluating the progress of deep learning for
 +      visual relational concepts. </​span>​Journal of Vision 21 (11), p.8-16, <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1167/​jov.21.11.8"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +</​svg></​a>​ <svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 640 1000">​
 +  <​title>​Open Access</​title>​
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 +</​svg>​ <a href="#​Stabinger-2021-JOV">​[Link]</​a>​ <a href="​http://​dx.doi.org/​10.1167/​jov.21.11.8">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Stabinger-2021-JOV',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Stabinger-2021-JOV',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +<​li><​div class="​li CONF" id="​Gugglberger-2021-ICANN"​ title="​Gugglberger-2021-ICANN"><​p><​span class="​author"><​span class="​firstname">​Josef</​span>​ <span class="​surname">​Gugglberger</​span></​span>,​ <span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Training Deep Capsule Networks with Residual Connections. </​span>​
 +      International Conference on Artificial Neural Networks and Machine Learning, <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <a href="#​copyright.notice.Springer"​ title="​Springer-Verlag copyright notice">​Springer-Verlag</​a>​ <a href="#​Gugglberger-2021-ICANN">​[Link]</​a>​ <a title="​arXiv"​ href="​https://​arxiv.org/​abs/​2104.07393">​[arXiv]</​a>​ <a href="​https://​arxiv.org/​abs/​2104.07393">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Gugglberger-2021-ICANN',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li JOUR" id="​Stabinger-2021-NN"​ title="​Stabinger-2021-NN"><​p><​span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Arguments for the unsuitability of convolutional neural networks for non-local tasks. </​span>​Neural Networks 142, pp.171-179, <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1016/​j.neunet.2021.05.001"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +  <​title>​Open Access</​title>​
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 +  <circle fill="#​f68212"​ cx="​321.01"​ cy="​681.659"​ r="​86.4287"/>​
 +</​svg>​ <a href="#​Stabinger-2021-NN">​[Link]</​a>​ <a title="​arXiv"​ href="​https://​arxiv.org/​abs/​2102.11944">​[arXiv]</​a>​ <a href="​https://​arxiv.org/​abs/​2102.11944">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Stabinger-2021-NN',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Stabinger-2021-NN',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li MANSCPT"​ id="​Gugglberger-2021-residual-capsules"​ title="​Gugglberger-2021-residual-capsules"><​p><​span class="​author"><​span class="​firstname">​Josef</​span>​ <span class="​surname">​Gugglberger</​span></​span>,​ <span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​noparttitle">​Training Deep Capsule Networks with Residual Connections</​span>​. <a href="​https://​arxiv.org/​abs/​2104.07393">​arXiv:​2104.07393</​a>,​ <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 640 1000">​
 +  <​title>​Open Access</​title>​
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 +  <circle fill="#​f68212"​ cx="​321.01"​ cy="​681.659"​ r="​86.4287"/>​
 +</​svg>​ <a href="#​Gugglberger-2021-residual-capsules">​[Link]</​a>​ <a href="​https://​arxiv.org/​abs/​2104.07393">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Gugglberger-2021-residual-capsules',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Gugglberger-2021-residual-capsules',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li MANSCPT"​ id="​Peer-2021-NN"​ title="​Peer-2021-NN"><​p><​span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​noparttitle">​Auto-tuning of Deep Neural Networks by Conflicting Layer Removal</​span>​. <a href="​https://​arxiv.org/​abs/​2103.04331">​arXiv:​2103.04331</​a>,​ <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 640 1000">​
 +  <​title>​Open Access</​title>​
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 +  <circle fill="#​f68212"​ cx="​321.01"​ cy="​681.659"​ r="​86.4287"/>​
 +</​svg>​ <a href="#​Peer-2021-NN">​[Link]</​a>​ <a href="​https://​arxiv.org/​abs/​2103.04331">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2021-NN',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2021-NN',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li BOOK" id="​Saveriano-2020-HFR"​ title="​Saveriano-2020-HFR"><​p><​span class="​author"><​span class="​firstname">​Matteo</​span>​ <span class="​surname">​Saveriano</​span></​span>,​ <span class="​author"><​span class="​firstname">​Erwan</​span>​ <span class="​surname">​Renaudo</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​author"><​span class="​firstname">​Justus</​span>​ <span class="​surname">​Piater</​span></​span>​ (editors), <span class="​noparttitle">​Human-Friendly Robotics 2020: 13th International Workshop</​span>,​ <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1007/​978-3-030-71356-0"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +</​svg>​ <a href="#​Saveriano-2020-HFR">​[Link]</​a>​ <a href="​https://​link.springer.com/​book/​10.1007/​978-3-030-71356-0">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Saveriano-2020-HFR',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li JOUR" id="​Peer-2019-cb-software-impacts"​ title="​Peer-2019-cb-software-impacts"><​p><​span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​conflicting_bundle.py - A python module to identify problematic layers in deep neural networks. </​span>​Software Impacts 7, <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1016/​j.simpa.2021.100053"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +
 +<​li><​div class="​li CONF" id="​Peer-2021-WACV"​ title="​Peer-2021-WACV"><​p><​span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Conflicting Bundles: Adapting Architectures Towards the Improved Training of Deep Neural Networks
 +. </​span><​a href="​https://​openaccess.thecvf.com/​content/​WACV2021/​html/​Peer_Conflicting_Bundles_Adapting_Architectures_Towards_the_Improved_Training_of_Deep_WACV_2021_paper.html">​IEEE/​CVF Winter Conference on Applications of Computer Vision</​a>,​ pp.256, <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 640 1000">​
 +  <​title>​Open Access</​title>​
 +  <rect width="​640"​ height="​1000"​ fill="​none"/>​
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 +</​svg>​ <a href="#​Peer-2021-WACV">​[Link]</​a>​ <a title="​arXiv"​ href="​https://​arxiv.org/​abs/​2011.02956">​[arXiv]</​a>​ <a href="​https://​openaccess.thecvf.com/​content/​WACV2021/​papers/​Peer_Conflicting_Bundles_Adapting_Architectures_Towards_the_Improved_Training_of_Deep_WACV_2021_paper.pdf">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2021-WACV',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2021-WACV',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li JOUR" id="​Peer-2019-capsule-limitations"​ title="​Peer-2019-capsule-limitations"><​p><​span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Limitation of capsule networks. </​span>​Pattern Recognition Letters 144, pp.68-74, <span class="​pubdate">​2021</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1016/​j.patrec.2021.01.017"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +</​svg></​a>​ <a href="#​copyright.notice.Elsevier"​ title="​Elsevier copyright notice">​Elsevier</​a>​ <a href="#​Peer-2019-capsule-limitations">​[Link]</​a>​ <a title="​arXiv"​ href="​https://​arxiv.org/​abs/​1905.08744">​[arXiv]</​a>​ <a href="​https://​arxiv.org/​abs/​1905.08744">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2019-capsule-limitations',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2019-capsule-limitations',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li CONF" id="​Stabinger-2020-NeurIPS"​ title="​Stabinger-2020-NeurIPS"><​p><​span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Training of Feedforward Networks Fails on a Simple Parity-Task
 +. </​span>​NeurIPS 2020 Workshop: The pre-registration experiment, <span class="​pubdate">​2020</​span>​. <span class="​actions">​ <a href="#​Stabinger-2020-NeurIPS">​[Link]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Stabinger-2020-NeurIPS',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +
 +<​li><​div class="​li JOUR" id="​Tureckova-2020-Frontiers"​ title="​Tureckova-2020-Frontiers"><​p><​span class="​author"><​span class="​firstname">​Alzbeta</​span>​ <span class="​surname">​Tureckova</​span></​span>,​ <span class="​author"><​span class="​firstname">​Tomas</​span>​ <span class="​surname">​Turecek</​span></​span>,​ <span class="​author"><​span class="​firstname">​Zuzana Komikova</​span>​ <span class="​surname">​Oplatkova</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Improving CT Image Tumor Segmentation Through Deep Supervision and Attentional Gates. </​span>​Frontiers in Robotics and AI 7, <span class="​pubdate">​2020</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.3389/​frobt.2020.00106"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +<​li><​div class="​li JOUR" id="​Melotti-2020-IS"​ title="​Melotti-2020-IS"><​p><​span class="​author"><​span class="​firstname">​Damiano</​span>​ <span class="​surname">​Melotti</​span></​span>,​ <span class="​author"><​span class="​firstname">​Kevin</​span>​ <span class="​surname">​Heimbach</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​author"><​span class="​firstname">​Nicola</​span>​ <span class="​surname">​StrisciuglioNicola</​span></​span>,​ <span class="​author"><​span class="​firstname">​George</​span>​ <span class="​surname">​Azzopardi</​span></​span>,​ <span class="​parttitle">​A robust contour detection operator with combined push-pull inhibition and surround suppression. </​span>​Information Sciences, <span class="​pubdate">​2020</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1016/​j.ins.2020.03.026"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +<​li><​div class="​li MANSCPT"​ id="​Stabinger-2020-arXiv:​2001.10857"​ title="​Stabinger-2020-arXiv:​2001.10857"><​p><​span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Justus</​span>​ <span class="​surname">​Piater</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​noparttitle">​Evaluating the Progress of Deep Learning for Visual Relational Concepts</​span>​. <a href="​https://​arxiv.org/​abs/​2001.10857">​arXiv:​2001.10857</​a>,​ <span class="​pubdate">​2020</​span>​. <span class="​actions">​ <svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 640 1000">​
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 +<​li><​div class="​li CONF" id="​Dick-2019-ICANN"​ title="​Dick-2019-ICANN"><​p><​span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​author"><​span class="​firstname">​Tobias</​span>​ <span class="​surname">​Dick</​span></​span>,​ <span class="​parttitle">​Capsule Networks for Attention Under Occlusion. </​span><​a href="​https://​e-nns.org/​icann2019/">​Artificial Neural Networks and Machine Learning – ICANN 2019</​a>,​ pp. 523–534,​ <span class="​pubdate">​2019</​span>​. Springer <a href="​http://​www.springer.de/​comp/​lncs/">​LNCS</​a> ​ 11731. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1007/​978-3-030-30493-5_50"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +<​li><​div class="​li CONF" id="​Ehrensperger-2019-ICANN"​ title="​Ehrensperger-2019-ICANN"><​p><​span class="​author"><​span class="​firstname">​Gregor</​span>​ <span class="​surname">​Ehrensperger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​Evaluating CNNs on the Gestalt Principle of Closure. </​span><​a href="​https://​e-nns.org/​icann2019/">​Artificial Neural Networks and Machine Learning – ICANN 2019</​a>,​ pp. 296–301,​ <span class="​pubdate">​2019</​span>​. Springer <a href="​http://​www.springer.de/​comp/​lncs/">​LNCS</​a> ​ 11727. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1007/​978-3-030-30487-4_23"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +<​li><​div class="​li CONF" id="​Tureckova-2019-MICCAI"​ title="​Tureckova-2019-MICCAI"><​p><​span class="​author"><​span class="​firstname">​Alzbeta</​span>​ <span class="​surname">​Tureckova</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​parttitle">​ISLES Challenge: U-Shaped Convolution Neural Network with Dilated Convolution for 3D Stroke Lesion Segmentation. </​span><​a href="​http://​www.brainlesion-workshop.org/">​International MICCAI Brainlesion Workshop</​a>,​ pp. 319–327,​ <span class="​pubdate">​2019</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1007/​978-3-030-11723-8_32"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
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 +<​li><​div class="​li MANSCPT"​ id="​Peer-2019-capsule-limitations"​ title="​Peer-2019-capsule-limitations"><​p><​span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​noparttitle">​Limitations of routing-by-agreement based capsule networks</​span>​. <a href="​https://​arxiv.org/​abs/​1905.08744">​arXiv:​1905.08744</​a>,​ <span class="​pubdate">​2019</​span>​. <span class="​actions">​ <svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 640 1000">​
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 +  <circle fill="#​f68212"​ cx="​321.01"​ cy="​681.659"​ r="​86.4287"/>​
 +</​svg>​ <a href="#​Peer-2019-capsule-limitations">​[Link]</​a>​ <a href="​https://​arxiv.org/​abs/​1905.08744">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2019-capsule-limitations',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2019-capsule-limitations',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 +<​li><​div class="​li MANSCPT"​ id="​Peer-2019-gamma-capsules"​ title="​Peer-2019-gamma-capsules"><​p><​span class="​author"><​span class="​firstname">​David</​span>​ <span class="​surname">​Peer</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sebastian</​span>​ <span class="​surname">​Stabinger</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​noparttitle">​Increasing the adversarial robustness and explainability of capsule networks with gamma-capsules</​span>​. <a href="​https://​arxiv.org/​abs/​1812.09707">​arXiv:​1812.09707</​a>,​ <span class="​pubdate">​2019</​span>​. <span class="​actions">​ <svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 640 1000">​
 +  <​title>​Open Access</​title>​
 +  <rect width="​640"​ height="​1000"​ fill="​none"/>​
 +  <g stroke="#​f68212"​ stroke-width="​104.764"​ fill="​none">​
 +    <path d="​M111.387,​308.135V272.408A209.21,​209.214 0 0,1 529.807,​272.408V530.834"/>​
 +    <circle cx="​320.004"​ cy="​680.729"​ r="​256.083"/>​
 +  </g>
 +  <circle fill="#​f68212"​ cx="​321.01"​ cy="​681.659"​ r="​86.4287"/>​
 +</​svg>​ <a href="#​Peer-2019-gamma-capsules">​[Link]</​a>​ <a href="​https://​arxiv.org/​abs/​1812.09707">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2019-gamma-capsules',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Peer-2019-gamma-capsules',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​
 <​li><​div class="​li JOUR" id="​Rezapour-2018-AR"​ title="​Rezapour-2018-AR"><​p><​span class="​author"><​span class="​firstname">​Safoura</​span>​ <span class="​surname">​Rezapour Lakani</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​author"><​span class="​firstname">​Justus</​span>​ <span class="​surname">​Piater</​span></​span>,​ <span class="​parttitle">​Towards affordance detection for robot manipulation using <​li><​div class="​li JOUR" id="​Rezapour-2018-AR"​ title="​Rezapour-2018-AR"><​p><​span class="​author"><​span class="​firstname">​Safoura</​span>​ <span class="​surname">​Rezapour Lakani</​span></​span>,​ <span class="​author"><​span class="​firstname">​Antonio</​span>​ <span class="​surname">​Rodríguez-Sánchez</​span></​span>,​ <span class="​author"><​span class="​firstname">​Justus</​span>​ <span class="​surname">​Piater</​span></​span>,​ <span class="​parttitle">​Towards affordance detection for robot manipulation using
       affordance for parts and parts for affordance. </​span>​Autonomous Robots, <span class="​pubdate">​2018</​span>,​ early access. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1007/​s10514-018-9787-5"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​       affordance for parts and parts for affordance. </​span>​Autonomous Robots, <span class="​pubdate">​2018</​span>,​ early access. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1007/​s10514-018-9787-5"><​svg xmlns="​http://​www.w3.org/​2000/​svg"​ class="​inlinelogo"​ viewBox="​0 0 130 130">​
Line 338: Line 521:
   * Sebastian Stabinger. PhD, In progress.   * Sebastian Stabinger. PhD, In progress.
   * David Peer. PhD, In progress.   * David Peer. PhD, In progress.
-  * Ulrich Kastlunger. MSc. In progress.+  * Suzana Ilic. PhD, In progress. 
 +  * Jakob Mittelberger and Chris Engelhardt. MSc. In progress.
   * Rick Spiegel. MSc. In progress.   * Rick Spiegel. MSc. In progress.
 +  * Josef Gugglberger. MSc. In progress.
 +  * Christoph Klosch. MSc. In progress.
 +  * Maicol Polvere. MSc (University of Genoa). In progress.
 +  * Salvatore Giancani. MSc (University of Genoa). 24/07/2020.
   * Sabine Oberleiter. MSc. [[http://​diglib.uibk.ac.at/​ulbtirolhs/​content/​titleinfo/​2501558?​lang=de|An architecture to learn curvature-tuned neural populations]]. 25/04/2018.   * Sabine Oberleiter. MSc. [[http://​diglib.uibk.ac.at/​ulbtirolhs/​content/​titleinfo/​2501558?​lang=de|An architecture to learn curvature-tuned neural populations]]. 25/04/2018.
   * Daly Chea. MSc. Finding Reflections using Convolutional Neural Networks. 14/06/2017.   * Daly Chea. MSc. Finding Reflections using Convolutional Neural Networks. 14/06/2017.
   * Check other [[https://​iis.uibk.ac.at/​theses/​start|Bachelor and Master thesis]] finished or in progress.   * Check other [[https://​iis.uibk.ac.at/​theses/​start|Bachelor and Master thesis]] finished or in progress.
  
-=== Teaching ===+=== Present and coming ​Teaching ===
 ---- ----
-  * Winter term 2018/19[[https://orawww.uibk.ac.at/​public_prod/​owa/​lfuonline_lv.details?​sem_id_in=18W&​lvnr_id_in=703103 | Introduction to Computer Vision ​(VO2 + PS1)]] +  * Winter term 2020/21Visual Computing. 
-  * Summer term 2018/19Deep Learning.+  * Winter term 2020/21. Deep Learning. 
 +  * Winter term 2020/21Vertiefungsseminar. 
 +  * Summer term 2021Computer Vision. 
 +  * Summer term 2021Advanced ​Computer Vision. 
 +  * Summer term 2021Algorithms and Data Structures. 
 +  * Summer term 2021. Masterseminar.
  
 == Past Teaching == == Past Teaching ==
 ---- ----
-  * Introduction to Computer Vision (2011/12-2017/18). University of Innsbruck. +  * Introduction to Computer Vision (2011/12-2019/20). University of Innsbruck. 
-  * Deep Learning ​(2017/18). University of Innsbruck. +  * Advanced Computer Vision ​(2011/12-2019/20). University of Innsbruck. 
-  * Advanced Computer Vision ​(2011/12, 2012/13, 2013/2014, 2014/15, 2015/16). University of Innsbruck. +  * Deep Learning ​(2017/18-2019/20). University of Innsbruck. 
-  * Probabilistic models and methods (2015/162017/18).+  * Probabilistic models and methods (2015/16-2019/​20). 
 +  * Machine Learning (2010/11 and 2019/20). University of Innsbruck. 
 +  * PS Data Structures and Algorithms (2017/​18 ​and 2019/20). University of Innsbruck.
   * PS Computer Graphics (2016/17). University of Innsbruck.   * PS Computer Graphics (2016/17). University of Innsbruck.
-  * PS Data Structures and Algorithms (2017/18). University of Innsbruck. 
   * Masterseminar on Machine learning and Computer Vision (2011/12, 2012/13, 2013/14, 2014/15). University of Innsbruck.   * Masterseminar on Machine learning and Computer Vision (2011/12, 2012/13, 2013/14, 2014/15). University of Innsbruck.
   * PS Introduction to Intelligent Systems (2011/12). University of Innsbruck.   * PS Introduction to Intelligent Systems (2011/12). University of Innsbruck.
-  * Machine Learning (2010/11). University of Innsbruck. 
   * Applied Internet and Multimedia (2006/07. 2007/28, 2008/09). University of Ontario Institute of Technology (Canada).   * Applied Internet and Multimedia (2006/07. 2007/28, 2008/09). University of Ontario Institute of Technology (Canada).
   * Computer Architecture (2008/09). University of Ontario Institute of Technology (Canada).   * Computer Architecture (2008/09). University of Ontario Institute of Technology (Canada).
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 === Code === === Code ===
 ---- ----
-  * Paper: Antonio Rodríguez-Sánchez,​ Daly Chea, George Azzopardi, Sebastian Stabinger, A deep learning approach for detecting and correcting highlights in endoscopic images. ​{{:public:antonio:code.zip|Code}}. [[https://​iis.uibk.ac.at/​public/​xiong/​work_material/​license.txt|License]].+  * Paper: Antonio Rodríguez-Sánchez,​ Daly Chea, George Azzopardi, Sebastian Stabinger, A deep learning approach for detecting and correcting highlights in endoscopic images. ​[[https://​iis.uibk.ac.at/​public/antonio/code.zip|Code]]. [[https://​iis.uibk.ac.at/​public/​xiong/​work_material/​license.txt|License]].
   * Paper: Thomas Hoyoux, Antonio Rodríguez-Sánchez,​ Justus Piater, Can Computer Vision Problems Benefit from Structured Hierarchical Classification?​. Machine Vision and Applications 27, pp. 1299–1312,​ 2016. [[https://​iis.uibk.ac.at/​public/​antonio/​Software/​code-hierarchical-learning.zip|Code]]. [[https://​iis.uibk.ac.at/​public/​xiong/​work_material/​license.txt|License]].   * Paper: Thomas Hoyoux, Antonio Rodríguez-Sánchez,​ Justus Piater, Can Computer Vision Problems Benefit from Structured Hierarchical Classification?​. Machine Vision and Applications 27, pp. 1299–1312,​ 2016. [[https://​iis.uibk.ac.at/​public/​antonio/​Software/​code-hierarchical-learning.zip|Code]]. [[https://​iis.uibk.ac.at/​public/​xiong/​work_material/​license.txt|License]].
   * Paper: Hanchen Xiong, Antonio Rodríguez-Sánchez,​ Sandor Szedmak, Justus Piater, Diversity priors for learning early visual features. Frontiers in Computational Neuroscience 9 (104), 2015. [[https://​iis.uibk.ac.at/​public/​antonio/​Software/​Data_&​_Code.zip|Code]]. [[https://​iis.uibk.ac.at/​public/​xiong/​work_material/​license.txt|License]].   * Paper: Hanchen Xiong, Antonio Rodríguez-Sánchez,​ Sandor Szedmak, Justus Piater, Diversity priors for learning early visual features. Frontiers in Computational Neuroscience 9 (104), 2015. [[https://​iis.uibk.ac.at/​public/​antonio/​Software/​Data_&​_Code.zip|Code]]. [[https://​iis.uibk.ac.at/​public/​xiong/​work_material/​license.txt|License]].
   * Paper: Antonio J. Rodríguez-Sánchez,​ John K. Tsotsos, The roles of endstopped and curvature tuned computations in a hierarchical representation of 2D shape. PLoS ONE 7 (8), pp. 1–13, 2012. [[https://​iis.uibk.ac.at/​public/​antonio/​Software/​2DSIL.zip|Code]]. [[https://​iis.uibk.ac.at/​public/​xiong/​work_material/​license.txt|License]]   * Paper: Antonio J. Rodríguez-Sánchez,​ John K. Tsotsos, The roles of endstopped and curvature tuned computations in a hierarchical representation of 2D shape. PLoS ONE 7 (8), pp. 1–13, 2012. [[https://​iis.uibk.ac.at/​public/​antonio/​Software/​2DSIL.zip|Code]]. [[https://​iis.uibk.ac.at/​public/​xiong/​work_material/​license.txt|License]]
people/antonio.1583393870.txt.gz · Last modified: 2020/03/05 08:37 by Simon Haller-Seeber