CALIMERA, ANDREA
CALIMERA, ANDREA
Dipartimento di Automatica e Informatica
018408
Automatic Layer Freezing for Communication Efficiency in Cross-Device Federated Learning
2024 Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico; Montuschi, Paolo
Communication-Efficient Federated Learning with Gradual Layer Freezing
2023 Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
Dynamic ConvNets on Tiny Devices via Nested Sparsity
2023 Grimaldi, Matteo; Mocerino, Luca; Cipolletta, Antonio; Calimera, Andrea
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays
2023 Xie, Chen; Daghero, Francesco; Chen, Yukai; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
2023 Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Energy-Quality Scalable Monocular Depth Estimation on Low-Power CPUs
2022 Cipolletta, Antonio; Peluso, Valentino; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks
2022 Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
Monocular Depth Perception on Microcontrollers for Edge Applications
2022 Peluso, Valentino; Cipolletta, Antonio; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano
Axp: A hw-sw co-design pipeline for energy-efficient approximated convnets via associative matching
2021 Mocerino, L.; Calimera, A.
Fast and Accurate Inference on Microcontrollers with Boosted Cooperative Convolutional Neural Networks (BC-Net)
2021 Mocerino, L.; Calimera, A.
Manufacturing as a Data-Driven Practice: Methodologies, Technologies, and Tools
2021 Cerquitelli, Tania; JAHIER PAGLIARI, Daniele; Calimera, Andrea; Bottaccioli, Lorenzo; Patti, Edoardo; Acquaviva, Andrea; Poncino, Massimo
TVFS: Topology Voltage Frequency Scaling for Reliable Embedded ConvNets
2021 Rizzo, Roberto Giorgio; Peluso, Valentino; Calimera, Andrea
Efficacy of topology scaling for temperature and latency constrained embedded convnets
2020 Peluso, V.; Rizzo, R. G.; Calimera, A.
Logic Synthesis of Pass-Gate Logic Circuits with Emerging Ambipolar Technologies
2020 Tenace, V.; Calimera, A.; Macii, E.; Poncino, M.
Implementing adaptive voltage over-scaling: Algorithmic noise tolerance vs. approximate error detection
2019 Rizzo, R. G.; Calimera, A.
Layer-wise compressive training for convolutional neural networks
2019 Grimaldi, Matteo; Tenace, Valerio; Calimera, Andrea
Optimality Assessment of Memory-Bounded ConvNets Deployed on Resource-Constrained RISC Cores
2019 Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea
Performance Profiling of Embedded ConvNets under Thermal-Aware DVFS
2019 Peluso, Valentino; Rizzo, Roberto Giorgio; Calimera, Andrea
Approximate Error Detection-Correction for efficient Adaptive Voltage Over-Scaling
2018 Rizzo, ROBERTO GIORGIO; Calimera, Andrea; Zhou, Jun
Quasi-exact logic functions through classification trees
2018 Tenace, Valerio; Calimera, Andrea
Citazione | Data di pubblicazione | Autori | File |
---|---|---|---|
Automatic Layer Freezing for Communication Efficiency in Cross-Device Federated Learning / Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico; Montuschi, Paolo. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 11:4(2024), pp. 6072-6083. [10.1109/JIOT.2023.3309691] | 1-gen-2024 | Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, EnricoMontuschi, Paolo | Automatic_Layer_Freezing_for_Communication_Efficiency_in_Cross-Device_Federated_Learning.pdf; Automatic_Layer_Freezing_for_Communication_Efficiency_in_Cross-Device_Federated_Learning.pdf |
Communication-Efficient Federated Learning with Gradual Layer Freezing / Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - In: IEEE EMBEDDED SYSTEMS LETTERS. - ISSN 1943-0663. - 15:1(2023), pp. 25-28. [10.1109/LES.2022.3190682] | 1-gen-2023 | Erich MalanValentino PelusoAndrea CalimeraEnrico Macii | main.pdf; Communication-Efficient_Federated_Learning_With_Gradual_Layer_Freezing.pdf |
Dynamic ConvNets on Tiny Devices via Nested Sparsity / Grimaldi, Matteo; Mocerino, Luca; Cipolletta, Antonio; Calimera, Andrea. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 10:6(2023), pp. 5073-5082. [10.1109/JIOT.2022.3222014] | 1-gen-2023 | Matteo GrimaldiLuca MocerinoAntonio CipollettaAndrea Calimera | final.pdf; Dynamic_ConvNets_on_Tiny_Devices_via_Nested_Sparsity.pdf |
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays / Xie, Chen; Daghero, Francesco; Chen, Yukai; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 10:15(2023), pp. 13895-13907. [10.1109/JIOT.2023.3263290] | 1-gen-2023 | Xie, ChenDaghero, FrancescoChen, YukaiCalimera, AndreaMacii, EnricoPoncino, MassimoPagliari, Daniele Jahier + | Efficient_Deep_Learning_Models_for_Privacy-preserving_People_Counting_on_Low-resolution_Infrared_Arrays.pdf; Efficient_Deep_Learning_Models_for_Privacy-Preserving_People_Counting_on_Low-Resolution_Infrared_Arrays.pdf |
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference / Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: SENSORS. - ISSN 1424-8220. - 23:4(2023), pp. 1-21. [10.3390/s23042065] | 1-gen-2023 | CHEN XIEAlessio BurrelloFrancesco DagheroLUCA BENINIANDREA CALIMERAEnrico MACIIMassimo PoncinoDANIELE PAGLIARI | Reducing the Energy Consumption of sEMG-Based-Gesture-Recognition-at-the Edge-Using-Transformers-and-Dynamic-Inference.pdf |
Energy-Quality Scalable Monocular Depth Estimation on Low-Power CPUs / Cipolletta, Antonio; Peluso, Valentino; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:1(2022), pp. 25-36. [10.1109/JIOT.2021.3080827] | 1-gen-2022 | Cipolletta, AntonioPeluso, ValentinoCalimera, AndreaTosi, FabioMattoccia, Stefano + | main.pdf; Energy-Quality_Scalable_Monocular_Depth_Estimation_on_Low-Power_CPUs.pdf |
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks / Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - In: ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS. - ISSN 1539-9087. - ELETTRONICO. - 21:4(2022), pp. 1-28. [10.1145/3542819] | 1-gen-2022 | Daghero, FrancescoBurrello, AlessioXie, ChenCalimera, AndreaMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele + | Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks-POSTPRINT.pdf; Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks.pdf |
Monocular Depth Perception on Microcontrollers for Edge Applications / Peluso, Valentino; Cipolletta, Antonio; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY. - ISSN 1051-8215. - 32:3(2022), pp. 1524-1536. [10.1109/TCSVT.2021.3077395] | 1-gen-2022 | Peluso, ValentinoCipolletta, AntonioCalimera, AndreaTosi, FabioMattoccia, Stefano + | main_iris.pdf; Monocular_Depth_Perception_on_Microcontrollers_for_Edge_Applications.pdf |
Axp: A hw-sw co-design pipeline for energy-efficient approximated convnets via associative matching / Mocerino, L.; Calimera, A.. - In: APPLIED SCIENCES. - ISSN 2076-3417. - 11:23(2021), p. 11164. [10.3390/app112311164] | 1-gen-2021 | Mocerino L.Calimera A. | applsci-11-11164-v2.pdf |
Fast and Accurate Inference on Microcontrollers with Boosted Cooperative Convolutional Neural Networks (BC-Net) / Mocerino, L.; Calimera, A.. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS. - ISSN 1549-8328. - 68:1(2021), pp. 77-88. [10.1109/TCSI.2020.3039116] | 1-gen-2021 | Mocerino L.Calimera A. | BCNet_TCASI_final_sub.pdf; 09275360.pdf |
Manufacturing as a Data-Driven Practice: Methodologies, Technologies, and Tools / Cerquitelli, Tania; JAHIER PAGLIARI, Daniele; Calimera, Andrea; Bottaccioli, Lorenzo; Patti, Edoardo; Acquaviva, Andrea; Poncino, Massimo. - In: PROCEEDINGS OF THE IEEE. - ISSN 0018-9219. - 109:4(2021), pp. 399-422. [10.1109/JPROC.2021.3056006] | 1-gen-2021 | Tania CerquitelliDaniele Jahier PagliariAndrea CalimeraLorenzo BottaccioliEdoardo PattiAndrea AcquavivaMassimo Poncino | IEEE_Proceedings.pdf; 09353852.pdf |
TVFS: Topology Voltage Frequency Scaling for Reliable Embedded ConvNets / Rizzo, Roberto Giorgio; Peluso, Valentino; Calimera, Andrea. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS. - ISSN 1549-7747. - 68:2(2021), pp. 672-676. [10.1109/TCSII.2020.3017538] | 1-gen-2021 | Rizzo, Roberto GiorgioPeluso, ValentinoCalimera, Andrea | FINAL VERSION.pdf; 09170585.pdf |
Efficacy of topology scaling for temperature and latency constrained embedded convnets / Peluso, V.; Rizzo, R. G.; Calimera, A.. - In: JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS. - ISSN 2079-9268. - 10:1(2020), p. 10. [10.3390/jlpea10010010] | 1-gen-2020 | Peluso V.Rizzo R. G.Calimera A. | jlpea-10-00010-v2 (1).pdf |
Logic Synthesis of Pass-Gate Logic Circuits with Emerging Ambipolar Technologies / Tenace, V.; Calimera, A.; Macii, E.; Poncino, M.. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - 39:2(2020), pp. 397-410. [10.1109/TCAD.2018.2889770] | 1-gen-2020 | Calimera A.MacIi E.Poncino M. + | TCAD2889770.pdf; 08588316.pdf |
Implementing adaptive voltage over-scaling: Algorithmic noise tolerance vs. approximate error detection / Rizzo, R. G.; Calimera, A.. - In: JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS. - ISSN 2079-9268. - 9:2(2019). [10.3390/jlpea9020017] | 1-gen-2019 | Rizzo R. G.Calimera A. | jlpea-09-00017-v3.pdf |
Layer-wise compressive training for convolutional neural networks / Grimaldi, Matteo; Tenace, Valerio; Calimera, Andrea. - In: FUTURE INTERNET. - ISSN 1999-5903. - 11:1(2019). [10.3390/fi11010007] | 1-gen-2019 | Grimaldi, MatteoTenace, ValerioCalimera, Andrea | futureinternet-11-00007.pdf |
Optimality Assessment of Memory-Bounded ConvNets Deployed on Resource-Constrained RISC Cores / Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea. - In: IEEE ACCESS. - ISSN 2169-3536. - (2019), pp. 1-13. [10.1109/ACCESS.2019.2948577] | 1-gen-2019 | Grimaldi, MatteoPeluso, ValentinoCalimera, Andrea | 08877713.pdf |
Performance Profiling of Embedded ConvNets under Thermal-Aware DVFS / Peluso, Valentino; Rizzo, Roberto Giorgio; Calimera, Andrea. - In: ELECTRONICS. - ISSN 2079-9292. - 8:12(2019), p. 1423. [10.3390/electronics8121423] | 1-gen-2019 | Peluso, ValentinoRizzo, Roberto GiorgioCalimera, Andrea | electronics-08-01423.pdf |
Approximate Error Detection-Correction for efficient Adaptive Voltage Over-Scaling / Rizzo, ROBERTO GIORGIO; Calimera, Andrea; Zhou, Jun. - In: INTEGRATION. - ISSN 0167-9260. - 63:(2018), pp. 220-231. [10.1016/j.vlsi.2018.04.008] | 1-gen-2018 | RIZZO, ROBERTO GIORGIOCalimera, Andrea + | 1-s2.0-S0167926017307915-main.pdf |
Quasi-exact logic functions through classification trees / Tenace, Valerio; Calimera, Andrea. - In: INTEGRATION. - ISSN 0167-9260. - 63:(2018), pp. 248-255. [10.1016/j.vlsi.2018.06.007] | 1-gen-2018 | Tenace, ValerioCalimera, Andrea | 1-s2.0-S0167926017307903-main.pdf |