2021 IEEE International Conference on Image Processing
19-22 September 2021 • Anchorage, Alaska, USA
Imaging Without Borders
All times are in Alaska local time (AKDT/UTC−08:00)
SS-NNC: Special Session: Neural Network Compression and Compact Deep Features |
| Paper Presentations and Interactive Q&A Time: Tuesday, September 21, 08:00 - 09:30 |
| Session Chairs: Wojciech Samek, Heinrich Hertz Institute, Germany, Werner Bailer, Joanneum Research, Graz, Austria, Manouchehr Rafie, Gyrfalcon Technology Inc and Karsten Müller, Heinrich Hertz Institute, Germany |
| SS-NNC.1: FILTER PRUNING VIA SOFTMAX ATTENTION |
| Sungmin Cho; Chung-Ang University |
| Hyeseong Kim; Chung-Ang University |
| Junseok Kwon; Chung-Ang University |
| SS-NNC.2: OPTIMIZATION-BASED NEURAL NETWORKS COMPRESSION |
| Younes Tahiri; CEA List |
| Mohamed El Amine Seddik; Ecole Polytechnique |
| Mohamed Tamaazousti; CEA List |
| SS-NNC.3: ONLINE WEIGHT PRUNING VIA ADAPTIVE SPARSITY LOSS |
| George Retsinas; National Technical University of Athens |
| Athena Elafrou; National Technical University of Athens |
| Georgios Goumas; National Technical University of Athens |
| Petros Maragos; National Technical University of Athens |
| SS-NNC.4: ENCODER OPTIMIZATIONS FOR THE NNR STANDARD ON NEURAL NETWORK COMPRESSION |
| Paul Haase; Fraunhofer Heinrich-Hertz-Institute |
| Daniel Becking; Fraunhofer Heinrich-Hertz-Institute |
| Heiner Kirchhoffer; Fraunhofer Heinrich-Hertz-Institute |
| Karsten Müller; Fraunhofer Heinrich-Hertz-Institute |
| Heiko Schwarz; Fraunhofer Heinrich-Hertz-Institute |
| Wojciech Samek; Fraunhofer Heinrich-Hertz-Institute |
| Detlev Marpe; Fraunhofer Heinrich-Hertz-Institute |
| Thomas Wiegand; Fraunhofer Heinrich-Hertz-Institute |
| SS-NNC.5: ON THE ROLE OF STRUCTURED PRUNING FOR NEURAL NETWORK COMPRESSION |
| Andrea Bragagnolo; University of Turin |
| Enzo Tartaglione; University of Turin |
| Attilio Fiandrotti; University of Turin |
| Marco Grangetto; University of Turin |
| SS-NNC.6: MIND THE STRUCTURE: ADOPTING STRUCTURAL INFORMATION FOR DEEP NEURAL NETWORK COMPRESSION |
| Homayun Afrabandpey; Nokia Technologies |
| Anton Muravev; Tampere University |
| Hamed R. Tavakoli; Nokia Technologies |
| Honglei Zhang; Nokia Technologies |
| Francesco Cricri; Nokia Technologies |
| Moncef Gabbouj; Tampere University |
| Emre Aksu; Nokia Technologies |
| SS-NNC.7: COMPRESSING DEEP CNNS USING BASIS REPRESENTATION AND SPECTRAL FINE-TUNING |
| Muhammad Tayyab; University Of Central Florida |
| Fahad Ahmad Khan; University Of Central Florida |
| Abhijit Mahalanobis; University Of Central Florida |
| SS-NNC.8: HYBRID PRUNING AND SPARSIFICATION |
| Hamed Rezazadegan Tavakoli; Nokia Technologies |
| Joachim Wabnig; Nokia Bell Labs |
| Francesco Cricri; Nokia Technologies |
| Honglei Zhang; Nokia Technologies |
| Emre Aksu; Nokia Technologies |
| Iraj Saniee; Nokia Bell Labs |
| SS-NNC.9: DATA-DRIVEN LOW-RANK NEURAL NETWORK COMPRESSION |
| Dimitris Papadimitriou; UC Berkeley |
| Swayambhoo Jain; Interdigital AI Lab |
| SS-NNC.10: ZERO-SHOT LEARNING OF A CONDITIONAL GENERATIVE ADVERSARIAL NETWORK FOR DATA-FREE NETWORK QUANTIZATION |
| Yoojin Choi; Samsung Semiconductor Inc. |
| Mostafa El-Khamy; Samsung Semiconductor Inc. |
| Jungwon Lee; Samsung Semiconductor Inc. |
| SS-NNC.11: COMPREHENSIVE ONLINE NETWORK PRUNING VIA LEARNABLE SCALING FACTORS |
| Muhammad Umair Haider; Lahore University of Management Sciences |
| Murtaza Taj; Lahore University of Management Sciences |
| SS-NNC.13: LATENT-SPACE SCALABILITY FOR MULTI-TASK COLLABORATIVE INTELLIGENCE |
| Hyomin Choi; Simon Fraser University |
| Ivan Bajić; Simon Fraser University |
| SS-NNC.14: DISCRIMINATIVE PATCH DESCRIPTOR LEARNING WITH FOCAL TRIPLET LOSS FUNCTION |
| Song Wang; Zhengzhou University |
| Xin Guo; Zhengzhou University |
| Yun Tie; Zhengzhou University |
| Lin Qi; Zhengzhou University |
| Ling Guan; Ryerson University |