WinoTrain: Winograd-Aware Training for Accurate Full 8-bit Convolution Acceleration
Mori, Pierpaolo, Sampath, Shambhavi Balamuthu, Frickenstein, Lukas, Vemparala, Manoj-Rohit, Fasfous, Nael, Frickenstein, Alexander, Stechele, Walter, Passerone, Claudio
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
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Conference Proceeding
Wino Vidi Vici: Conquering Numerical Instability of 8-bit Winograd Convolution for Accurate Inference Acceleration on Edge
Mori, Pierpaolo, Frickenstein, Lukas, Sampath, Shambhavi Balamuthu, Thoma, Moritz, Fasfous, Nael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Unger, Christian, Stechele, Walter, Mueller-Gritschneder, Daniel, Passerone, Claudio
Published in 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (03.01.2024)
Published in 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (03.01.2024)
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Conference Proceeding
HW-Flow-Fusion: Inter-Layer Scheduling for Convolutional Neural Network Accelerators with Dataflow Architectures
Valpreda, Emanuele, Morì, Pierpaolo, Fasfous, Nael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Frickenstein, Lukas, Stechele, Walter, Passerone, Claudio, Masera, Guido, Martina, Maurizio
Published in Electronics (Basel) (01.09.2022)
Published in Electronics (Basel) (01.09.2022)
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Journal Article
ALF: Autoencoder-based Low-rank Filter-sharing for Efficient Convolutional Neural Networks
Frickenstein, Alexander, Vemparala, Manoj-Rohit, Fasfous, Nael, Hauenschild, Laura, Nagaraja, Naveen-Shankar, Unger, Christian, Stechele, Walter
Published in 2020 57th ACM/IEEE Design Automation Conference (DAC) (01.07.2020)
Published in 2020 57th ACM/IEEE Design Automation Conference (DAC) (01.07.2020)
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Conference Proceeding
BinaryCoP: Binary Neural Network-based COVID-19 Face-Mask Wear and Positioning Predictor on Edge Devices
Fasfous, Nael, Vemparala, Manoj-Rohit, Frickenstein, Alexander, Frickenstein, Lukas, Badawy, Mohamed, Stechele, Walter
Published in 2021 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) (01.06.2021)
Published in 2021 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) (01.06.2021)
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Conference Proceeding
Lightweight Instruction Set for Flexible Dilated Convolutions and Mixed-Precision Operands
Friedrich, Simon, Sampath, Shambhavi Balamuthu, Wittig, Robert, Vemparala, Manoj Rohit, Fasfous, Nael, Matus, Emil, Stechele, Walter, Fettweis, Gerhard
Published in 2023 24th International Symposium on Quality Electronic Design (ISQED) (05.04.2023)
Published in 2023 24th International Symposium on Quality Electronic Design (ISQED) (05.04.2023)
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Conference Proceeding
Adversarial Robust Model Compression using In-Train Pruning
Vemparala, Manoj-Rohit, Fasfous, Nael, Frickenstein, Alexander, Sarkar, Sreetama, Zhao, Qi, Kuhn, Sabine, Frickenstein, Lukas, Singh, Anmol, Unger, Christian, Nagaraja, Naveen-Shankar, Wressnegger, Christian, Stechele, Walter
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2021)
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2021)
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Conference Proceeding
BinaryCoP: Binary Neural Network-based COVID-19 Face-Mask Wear and Positioning Predictor on Edge Devices
Fasfous, Nael, Manoj-Rohit Vemparala, Frickenstein, Alexander, Frickenstein, Lukas, Stechele, Walter
Published in arXiv.org (17.06.2021)
Published in arXiv.org (17.06.2021)
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Paper
Journal Article
Binary DAD-Net: Binarized Driveable Area Detection Network for Autonomous Driving
Frickenstein, Alexander, Vemparala, Manoj-Rohit, Mayr, Jakob, Nagaraja, Naveen-Shankar, Unger, Christian, Tombari, Federico, Stechele, Walter
Published in 2020 IEEE International Conference on Robotics and Automation (ICRA) (01.05.2020)
Published in 2020 IEEE International Conference on Robotics and Automation (ICRA) (01.05.2020)
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Conference Proceeding
Binary-LoRAX: Low-Latency Runtime Adaptable XNOR Classifier for Semi-Autonomous Grasping with Prosthetic Hands
Fasfous, Nael, Vemparala, Manoj-Rohit, Frickenstein, Alexander, Badawy, Mohamed, Hundhausen, Felix, Hofer, Julian, Nagaraja, Naveen-Shankar, Unger, Christian, Vogel, Hans-Jorg, Becker, Jurgen, Asfour, Tamim, Stechele, Walter
Published in 2021 IEEE International Conference on Robotics and Automation (ICRA) (30.05.2021)
Published in 2021 IEEE International Conference on Robotics and Automation (ICRA) (30.05.2021)
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Conference Proceeding
ALF: Autoencoder-based Low-rank Filter-sharing for Efficient Convolutional Neural Networks
Frickenstein, Alexander, Manoj-Rohit Vemparala, Fasfous, Nael, Hauenschild, Laura, Naveen-Shankar Nagaraja, Unger, Christian, Stechele, Walter
Published in arXiv.org (27.07.2020)
Published in arXiv.org (27.07.2020)
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Paper
Journal Article
Binary DAD-Net: Binarized Driveable Area Detection Network for Autonomous Driving
Frickenstein, Alexander, Manoj Rohit Vemparala, Mayr, Jakob, Naveen Shankar Nagaraja, Unger, Christian, Tombari, Federico, Stechele, Walter
Published in arXiv.org (15.06.2020)
Published in arXiv.org (15.06.2020)
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Paper
Journal Article
BreakingBED -- Breaking Binary and Efficient Deep Neural Networks by Adversarial Attacks
Manoj Rohit Vemparala, Frickenstein, Alexander, Fasfous, Nael, Frickenstein, Lukas, Zhao, Qi, Kuhn, Sabine, Ehrhardt, Daniel, Wu, Yuankai, Unger, Christian, Naveen Shankar Nagaraja, Stechele, Walter
Published in arXiv.org (14.03.2021)
Published in arXiv.org (14.03.2021)
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Paper
Journal Article
L2PF -- Learning to Prune Faster
Manoj-Rohit Vemparala, Fasfous, Nael, Frickenstein, Alexander, Mhd Ali Moraly, Aquib Jamal, Frickenstein, Lukas, Unger, Christian, Naveen-Shankar Nagaraja, Stechele, Walter
Published in arXiv.org (07.01.2021)
Published in arXiv.org (07.01.2021)
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Paper
Journal Article
MATAR: Multi-Quantization-Aware Training for Accurate and Fast Hardware Retargeting
Mori, Pierpaolo, Thoma, Moritz, Frickenstein, Lukas, Sampath, Shambhavi Balamuthu, Fasfous, Nael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Stechele, Walter, Mueller-Gritschneder, Daniel, Passerone, Claudio
Published in 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) (25.03.2024)
Published in 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) (25.03.2024)
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Conference Proceeding
Mind the Scaling Factors: Resilience Analysis of Quantized Adversarially Robust CNNs
Fasfous, Nael, Frickenstein, Lukas, Neumeier, Michael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Valpreda, Emanuele, Martina, Maurizio, Stechele, Walter
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
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Conference Proceeding
HW-Flow: A Multi-Abstraction Level HW-CNN Codesign Pruning Methodology
Vemparala, Manoj-Rohit, Fasfous, Nael, Frickenstein, Alexander, Valpreda, Emanuele, Camalleri, Manfredi, Zhao, Qi, Unger, Christian, Nagaraja, Naveen-Shankar, Martina, Maurizio, Stechele, Walter
Published in Leibniz transactions on embedded systems (01.11.2022)
Published in Leibniz transactions on embedded systems (01.11.2022)
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Journal Article
Investigating Binary Neural Networks for Traffic Sign Detection and Recognition
Chen, Ee Heng, Vemparala, Manoj Rohit, Fasfous, Nael, Frickenstein, Alexander, Mzid, Ahmed, Nagaraja, Naveen Shankar, Zeisler, Joran, Stechele, Walter
Published in 2021 IEEE Intelligent Vehicles Symposium (IV) (11.07.2021)
Published in 2021 IEEE Intelligent Vehicles Symposium (IV) (11.07.2021)
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Conference Proceeding
AnaCoNGA: Analytical HW-CNN Co-Design Using Nested Genetic Algorithms
Fasfous, Nael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Valpreda, Emanuele, Salihu, Driton, Hufer, Julian, Singh, Anmol, Nagaraja, Naveen-Shankar, Voegel, Hans-Joerg, Vu Doan, Nguyen Anh, Martina, Maurizio, Becker, Juergen, Stechele, Walter
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
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Conference Proceeding