Quality and Complexity Tradeoffs for DNN-Based Binaural Speech Enhancement in Hearing Aids.

Deepak Kadetotad Deepak Vinayak Kadetotad Parth Mishra Deepak Kadetotad Eric A. Durant Terence Betlehem Martin F. McKinney Quality and Complexity Tradeoffs for DNN-Based Binaural Speech Enhancement in Hearing Aids. 1-5 2025 ICASSP https://doi.org/10.1109/ICASSP49660.2025.10888104 conf/icassp/2025 db/conf/icassp/icassp2025.html#MishraKDBM25

Deepak Kadetotad Shihui Yin Visar Berisha Chaitali Chakrabarti Jae-sun Seo An 8.93 TOPS/W LSTM Recurrent Neural Network Accelerator Featuring Hierarchical Coarse-Grain Sparsity for On-Device Speech Recognition. 1877-1887 2020 55 IEEE J. Solid State Circuits 7 https://doi.org/10.1109/JSSC.2020.2992900 db/journals/jssc/jssc55.html#KadetotadYBCS20

Sai Kiran Cherupally Shihui Yin Deepak Kadetotad Chisung Bae Sang Joon Kim Jae-sun Seo A Smart Hardware Security Engine Combining Entropy Sources of ECG, HRV, and SRAM PUF for Authentication and Secret Key Generation. 2680-2690 2020 55 IEEE J. Solid State Circuits 10 https://doi.org/10.1109/JSSC.2020.3010705 https://www.wikidata.org/entity/Q114988908 db/journals/jssc/jssc55.html#CherupallyYKBKS20

Sai Kiran Cherupally Shihui Yin Deepak Kadetotad Gaurav Srivastava 0001 Chisung Bae Sang Joon Kim Jae-sun Seo ECG Authentication Hardware Design With Low-Power Signal Processing and Neural Network Optimization With Low Precision and Structured Compression. 198-208 2020 14 IEEE Trans. Biomed. Circuits Syst. 2 https://doi.org/10.1109/TBCAS.2020.2974387 https://www.wikidata.org/entity/Q89802029 db/journals/tbcas/tbcas14.html#CherupallyYKSBK20

Deepak Kadetotad Jian Meng Visar Berisha Chaitali Chakrabarti Jae-sun Seo Compressing LSTM Networks with Hierarchical Coarse-Grain Sparsity. 21-25 2020 INTERSPEECH https://doi.org/10.21437/Interspeech.2020-1270 conf/interspeech/2020 db/conf/interspeech/interspeech2020.html#KadetotadMBCS20 Deepak Kadetotad On-Chip Learning and Inference Acceleration of Sparse Representations. 2019 Arizona State University, Tempe, USA https://hdl.handle.net/2286/R.I.54867 https://www.base-search.net/Record/9d293a16bbb38d3f32b39d44d0a8c5b54fb95b7c13d6454ad2de0f2d2f8e8e58 base-search.net (ftarizonastateun:item:54867)

Shihui Yin Minkyu Kim 0001 Deepak Kadetotad Yang Liu Chisung Bae Sang Joon Kim Yu Cao 0001 Jae-sun Seo A 1.06- $\mu$ W Smart ECG Processor in 65-nm CMOS for Real-Time Biometric Authentication and Personal Cardiac Monitoring. 2316-2326 2019 54 IEEE J. Solid State Circuits 8 https://doi.org/10.1109/JSSC.2019.2912304 db/journals/jssc/jssc54.html#YinKKLBKCS19

Minkyu Kim 0001 Abinash Mohanty Deepak Kadetotad Luning Wei Xiaofei He 0001 Yu Cao 0001 Jae-sun Seo A Real-Time 17-Scale Object Detection Accelerator With Adaptive 2000-Stage Classification in 65 nm CMOS. 3843-3853 2019 66-I IEEE Trans. Circuits Syst. I Regul. Pap. 10 https://doi.org/10.1109/TCSI.2019.2921714 https://www.wikidata.org/entity/Q127630485 db/journals/tcas/tcasI66.html#KimMKWHCS19

Sai Kiran Cherupally Shihui Yin Deepak Kadetotad Chisung Bae Sang Joon Kim Jae-Sun Seo A Smart Hardware Security Engine Combining Entropy Sources of ECG, HRV and SRAM PUF for Authentication and Secret Key Generation. 145-148 2019 A-SSCC https://doi.org/10.1109/A-SSCC47793.2019.9056922 conf/asscc/2019 db/conf/asscc/asscc2019.html#CherupallyYKBKS19 Deepak Kadetotad Visar Berisha Chaitali Chakrabarti Jae-Sun Seo A 8.93-TOPS/W LSTM Recurrent Neural Network Accelerator Featuring Hierarchical Coarse-Grain Sparsity With All Parameters Stored On-Chip. 119-122 2019 ESSCIRC https://doi.org/10.1109/ESSCIRC.2019.8902809 conf/esscirc/2019 db/conf/esscirc/esscirc2019.html#KadetotadBCS19 Gaurav Srivastava 0001 Deepak Kadetotad Shihui Yin Visar Berisha Chaitali Chakrabarti Jae-sun Seo Joint Optimization of Quantization and Structured Sparsity for Compressed Deep Neural Networks. 1393-1397 2019 ICASSP https://doi.org/10.1109/ICASSP.2019.8682791 conf/icassp/2019 db/conf/icassp/icassp2019.html#SrivastavaKYBCS19 Shruti R. Kulkarni Deepak Vinayak Kadetotad Shihui Yin Jae-Sun Seo Bipin Rajendran Neuromorphic Hardware Accelerator for SNN Inference based on STT-RAM Crossbar Arrays. 438-441 2019 ICECS https://doi.org/10.1109/ICECS46596.2019.8964886 conf/icecsys/2019 db/conf/icecsys/icecsys2019.html#KulkarniKYSR19 Sai Kiran Cherupally Gaurav Srivastava 0001 Shihui Yin Deepak Kadetotad Chisung Bae Sang Joon Kim Jae-sun Seo ECG Authentication Neural Network Hardware Design with Collective Optimization of Low Precision and Structured Compression. 1-5 2019 ISCAS https://doi.org/10.1109/ISCAS.2019.8702308 conf/iscas/2019 db/conf/iscas/iscas2019.html#CherupallySYKBK19

Kyungwook Chang Deepak Kadetotad Yu Cao 0001 Jae-sun Seo Sung Kyu Lim Power, Performance, and Area Benefit of Monolithic 3D ICs for On-Chip Deep Neural Networks Targeting Speech Recognition. 42:1-42:19 2018 14 ACM J. Emerg. Technol. Comput. Syst. 4 https://doi.org/10.1145/3273956 db/journals/jetc/jetc14.html#ChangK0SL18

Minkyu Kim 0001 Abinash Mohanty Deepak Kadetotad Naveen Suda Luning Wei Pooja Saseendran Xiaofei He 0001 Yu Cao 0001 Jae-sun Seo A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS. 21-22 2017 ASP-DAC https://doi.org/10.1109/ASPDAC.2017.7858282 conf/aspdac/2017 db/conf/aspdac/aspdac2017.html#KimMKSWSHCS17 Shunti Yin Deepak Kadetotad Bonan Yan Chang Song 0001 Yiran Chen 0001 Chaitali Chakrabarti Jae-sun Seo Low-power neuromorphic speech recognition engine with coarse-grain sparsity. 111-114 2017 ASP-DAC https://doi.org/10.1109/ASPDAC.2017.7858305 conf/aspdac/2017 db/conf/aspdac/aspdac2017.html#YinKYSCCS17 Minkyu Kim 0001 Abinash Mohanty Deepak Kadetotad Naveen Suda Luning Wei Pooja Saseendran Xiaofei He 0001 Yu Cao 0001 Jae-sun Seo A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS. 1-4 2017 ISCAS https://doi.org/10.1109/ISCAS.2017.8050798 conf/iscas/2017 db/conf/iscas/iscas2017.html#KimMKSWSHCS17 Kyungwook Chang Deepak Kadetotad Yu Cao 0001 Jae-sun Seo Sung Kyu Lim Monolithic 3D IC designs for low-power deep neural networks targeting speech recognition. 1-6 2017 ISLPED https://doi.org/10.1109/ISLPED.2017.8009175 conf/islped/2017 db/conf/islped/islped2017.html#ChangKCSL17 Ricardo Tapiador-Morales Antonio Rios-Navarro Alejandro Linares-Barranco Minkyu Kim 0001 Deepak Kadetotad Jae-sun Seo Comprehensive Evaluation of OpenCL-Based CNN Implementations for FPGAs. 271-282 2017 IWANN (2) https://doi.org/10.1007/978-3-319-59147-6_24 conf/iwann/2017-2 db/conf/iwann/iwann2017-2.html#Tapiador-Morales17 Deepak Kadetotad Sairam Arunachalam Chaitali Chakrabarti Jae-sun Seo Efficient memory compression in deep neural networks using coarse-grain sparsification for speech applications. 78 2016 ICCAD https://doi.org/10.1145/2966986.2967028 conf/iccad/2016 db/conf/iccad/iccad2016.html#KadetotadACS16

Ricardo Tapiador Antonio Rios-Navarro Alejandro Linares-Barranco Minkyu Kim 0001 Deepak Kadetotad Jae-sun Seo Comprehensive Evaluation of OpenCL-based Convolutional Neural Network Accelerators in Xilinx and Altera FPGAs. 2016 abs/1609.09296 CoRR http://arxiv.org/abs/1609.09296 db/journals/corr/corr1609.html#TapiadorRLKKS16

Deepak Kadetotad Zihan Xu Abinash Mohanty Pai-Yu Chen Binbin Lin Jieping Ye Sarma B. K. Vrudhula Shimeng Yu Yu Cao 0001 Jae-sun Seo Parallel Architecture With Resistive Crosspoint Array for Dictionary Learning Acceleration. 194-204 2015 5 IEEE J. Emerg. Sel. Topics Circuits Syst. 2 https://doi.org/10.1109/JETCAS.2015.2426495 db/journals/esticas/esticas5.html#KadetotadXMCLYV15

Pai-Yu Chen Deepak Kadetotad Zihan Xu Abinash Mohanty Binbin Lin Jieping Ye Sarma B. K. Vrudhula Jae-sun Seo Yu Cao 0001 Shimeng Yu Technology-design co-optimization of resistive cross-point array for accelerating learning algorithms on chip. 854-859 2015 DATE http://dl.acm.org/citation.cfm?id=2755947 https://ieeexplore.ieee.org/document/7092504/ conf/date/2015 db/conf/date/date2015.html#ChenKXMLYVSCY15

N. L. Ajit Krisshna Deepak Vinayak Kadetotad K. Manikantan S. Ramachandran Face recognition using transform domain feature extraction and PSO-based feature selection. 141-161 2014 22 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2014.05.007 db/journals/asc/asc22.html#KrisshnaDMR14

Zihan Xu Abinash Mohanty Pai-Yu Chen Deepak Kadetotad Binbin Lin Jieping Ye Sarma B. K. Vrudhula Shimeng Yu Jae-sun Seo Yu Cao 0001 Parallel Programming of Resistive Cross-point Array for Synaptic Plasticity. 126-133 2014 BICA https://doi.org/10.1016/j.procs.2014.11.094 conf/bica/2014 db/conf/bica/bica2014.html#XuMCKLYVYSC14 Deepak Kadetotad Zihan Xu Abinash Mohanty Pai-Yu Chen Binbin Lin Jieping Ye Sarma B. K. Vrudhula Shimeng Yu Yu Cao 0001 Jae-sun Seo Neurophysics-inspired parallel architecture with resistive crosspoint array for dictionary learning. 536-539 2014 BioCAS https://doi.org/10.1109/BioCAS.2014.6981781 conf/biocas/2014 db/conf/biocas/biocas2014.html#KadetotadXMCLYV14 Sairam Arunachalam Chisung Bae Visar Berisha Terence Betlehem Yu Cao 0001 Chaitali Chakrabarti Kyungwook Chang Pai-Yu Chen Yiran Chen 0001 Sai Kiran Cherupally Eric A. Durant Xiaofei He 0001 Minkyu Kim 0001 Sang Joon Kim N. L. Ajit Krisshna Shruti R. Kulkarni Sung Kyu Lim Binbin Lin Alejandro Linares-Barranco Yang Liu K. Manikantan Martin F. McKinney Jian Meng Parth Mishra Abinash Mohanty Bipin Rajendran S. Ramachandran Antonio Rios-Navarro Pooja Saseendran Jae-sun SeoJae-Sun Seo Chang Song 0001 Gaurav Srivastava 0001 Naveen Suda Ricardo Tapiador-MoralesRicardo Tapiador Sarma B. K. Vrudhula Luning Wei Zihan Xu Bonan Yan Jieping Ye Shihui Yin Shunti Yin Shimeng Yu