Walter Stechele

Apl. Prof. Dr.-Ing. habil.

1986 …2024

Research activity per year

Personal profile

Expertise related to UN Sustainable Development Goals

In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):

  • SDG 7 - Affordable and Clean Energy
  • SDG 8 - Decent Work and Economic Growth
  • SDG 12 - Responsible Consumption and Production

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Collaborations and top research areas from the last five years

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  • Adversarial Robustness of Multi-bit Convolutional Neural Networks

    Frickenstein, L., Sampath, S. B., Mori, P., Vemparala, M. R., Fasfous, N., Frickenstein, A., Unger, C., Passerone, C. & Stechele, W., 2024, Intelligent Systems and Applications - Proceedings of the 2023 Intelligent Systems Conference IntelliSys Volume 3. Arai, K. (ed.). Springer Science and Business Media Deutschland GmbH, p. 157-174 18 p. (Lecture Notes in Networks and Systems; vol. 824 LNNS).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  • Back to the Future: Models as Active Learning Surrogates for Next Generation ML Deployments

    Frickenstein, L., Thoma, M., Mori, P., Sampath, S. B., Fasfous, N., Vemparala, M. R., Frickenstein, A., Unger, C., Passerone, C. & Stechele, W., 2024, Intelligent Systems and Applications - Proceedings of the 2024 Intelligent Systems Conference IntelliSys Volume 1. Arai, K. (ed.). Springer Science and Business Media Deutschland GmbH, p. 685-699 15 p. (Lecture Notes in Networks and Systems; vol. 1065 LNNS).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  • End-to-End Deployment of Winograd-Based DNNs on Edge GPU †

    Mori, P., Rahman, M. S., Frickenstein, L., Sampath, S. B., Thoma, M., Fasfous, N., Vemparala, M. R., Frickenstein, A., Stechele, W. & Passerone, C., Nov 2024, In: Electronics (Switzerland). 13, 22, 4538.

    Research output: Contribution to journalArticlepeer-review

    Open Access
  • MATAR: Multi-Quantization-Aware Training for Accurate and Fast Hardware Retargeting

    Mori, P., Thoma, M., Frickenstein, L., Sampath, S. B., Fasfous, N., Vemparala, M. R., Frickenstein, A., Stechele, W., Mueller-Gritschneder, D. & Passerone, C., 2024, 2024 Design, Automation and Test in Europe Conference and Exhibition, DATE 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., (Proceedings -Design, Automation and Test in Europe, DATE).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  • Pruning as a Binarization Technique

    Frickenstein, L., Mori, P., Sampath, S. B., Thoma, M., Fasfous, N., Vemparala, M. R., Frickenstein, A., Unger, C., Passerone, C. & Stechele, W., 2024, Proceedings - 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2024. IEEE Computer Society, p. 2131-2140 10 p. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review