DISPS-L1: Design and Implementation of Emerging Signal Processing Systems: Machine Learning |
| Session Type: Lecture |
| Time: Tuesday, May 14, 13:30 - 15:30 |
| Location: Syndicate 4 |
| Session Chair: Pei-Yun Tsai, National Central University, Taiwan |
| DISPS-L1.1: MEMORIZATION CAPACITY OF DEEP NEURAL NETWORKS UNDER PARAMETER QUANTIZATION |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Yoonho Boo; Seoul National Univeristy |
| Sungho Shin; Seoul National Univeristy |
| Wonyong Sung; Seoul National Univeristy |
| DISPS-L1.2: STOCHASTIC DATA-DRIVEN HARDWARE RESILIENCE TO EFFICIENTLY TRAIN INFERENCE MODELS FOR STOCHASTIC HARDWARE IMPLEMENTATIONS |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Bonan Zhang; Princeton University |
| Lung-Yen Chen; Princeton University |
| Naveen Verma; Princeton University |
| DISPS-L1.3: JOINT OPTIMIZATION OF QUANTIZATION AND STRUCTURED SPARSITY FOR COMPRESSED DEEP NEURAL NETWORKS |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Gaurav Srivastava; Arizona State University |
| Deepak Kadetotad; Arizona State University |
| Shihui Yin; Arizona State University |
| Visar Berisha; Arizona State University |
| Chaitali Chakrabarti; Arizona State University |
| Jae-sun Seo; Arizona State University |
| DISPS-L1.4: REAL-TIME OBJECT DETECTION VIA PRUNING AND A CONCATENATED MULTI-FEATURE ASSISTED REGION PROPOSAL NETWORK |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Kuan Hung Shih; National Tsing Hua University |
| Ching-Te Chiu; National Tsing Hua University |
| Yen Yu Pu; National Tsing Hua University |
| DISPS-L1.5: USING 3D RESIDUAL NETWORK FOR SPATIO-TEMPORAL ANALYSIS OF REMOTE SENSING DATA |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Muhammad Ahmed Bhimra; LUMS |
| Usman Nazir; LUMS |
| Murtaza Taj; LUMS |
| DISPS-L1.6: ADAPTIVELY WEIGHTED MULTI-TASK LEARNING USING INVERSE VALIDATION LOSS |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Waseem Abbas; Mentor-a Siemens Business |
| Murtaza Taj; Lahore University of Management Sciences |