- Date: June 1, 2015
Where: International Conference on Computational Science (ICCS) Brief - Andrew Knyazev gave a talk at the International Conference on Computational Science (ICCS), 2015 on Nonsymmetric preconditioning for conjugate gradient and steepest descent methods. The paper was published by Elsevier B.V. in the conference proceedings.
-
- Date: April 28, 2015
Brief - MERL researcher and speech team leader, John Hershey, gave a talk at MIT entitled, "Deep Unfolding: Deriving Novel Deep Network Architectures from Model-based Inference Methods" on April 28, 2015.
Abstract: Model-based methods and deep neural networks have both been tremendously successful paradigms in machine learning. In model-based methods, problem domain knowledge can be built into the constraints of the model, typically at the expense of difficulties during inference. In contrast, deterministic deep neural networks are constructed in such a way that inference is straightforward, but their architectures are rather generic and it can be unclear how to incorporate problem domain knowledge. This work aims to obtain some of the advantages of both approaches. To do so, we start with a model-based approach and unfold the iterations of its inference method to form a layer-wise structure. This results in novel neural-network-like architectures that incorporate our model-based constraints, but can be trained discriminatively to perform fast and accurate inference. This framework allows us to view conventional sigmoid networks as a special case of unfolding Markov random field inference, and leads to other interesting generalizations. We show how it can be applied to other models, such as non-negative matrix factorization, to obtain a new kind of non-negative deep neural network that can be trained using a multiplicative back propagation-style update algorithm. In speech enhancement experiments we show that our approach is competitive with conventional neural networks, while using fewer parameters.
-
- Date: April 20, 2015
Brief - Mitsubishi Electric researcher, Yuuki Tachioka of Japan, and MERL researcher, Shinji Watanabe, presented a paper at the IEEE International Conference on Acoustics, Speech & Signal Processing (ICASSP) entitled, "A Discriminative Method for Recurrent Neural Network Language Models". This paper describes a discriminative (language modelling) method for Japanese speech recognition. The Japanese Nikkei newspapers and some other press outlets reported on this method and its performance for Japanese speech recognition tasks.
-
- Date: April 19, 2015 - April 24, 2015
Where: IEEE International Conference on Acoustics, Speech & Signal Processing (ICASSP)
MERL Contacts: Anthony Vetro; Hassan Mansour; Petros T. Boufounos; Jonathan Le Roux Brief - Multimedia Group researchers have presented 8 papers at the recent IEEE International Conference on Acoustics, Speech & Signal Processing, which was held in Brisbane, Australia from April 19-24, 2015.
-
- Date: April 16, 2015
MERL Contact: Anthony Vetro Brief - The INCITS L3 technical committee is the US Technical Advisory Group to ISO/IEC JTC 1/SC29, which includes the JPEG and MPEG working groups. The technical committee is responsible for providing recommendations on US positions pertaining to the coding of audio, picture, multimedia, and hypermedia information. Anthony Vetro has been appointed as Chair of the L3 committee for a 3-year term from April 2015 to 2018.
-
- Date: April 1, 2015
Brief - MERL researcher, Robert Cohen, was appointed to the Industrial Relations Committee for a 3-year term from 1 January 2015 to 31 December 2017. This committee is responsible for maintaining and improving relations between the IEEE Signal Processing Society and industry members.
-
- Date: March 25, 2015
MERL Contacts: Kieran Parsons; Toshiaki Koike-Akino
Research Areas: Communications, Electronic and Photonic Devices, Signal Processing
Brief - Six papers from the Optical Comms team will be presented at the 2015 Optical Fiber Conference (OFC) being held in LA, USA in March 2015. The papers relate to high-dimensional modulation, signal processing, coding for coherent optical links and semiconductor laser linewidth measurement.
-
- Date: March 1, 2015
MERL Contact: Petros T. Boufounos Brief - Signal Processing Repository (SigPort) is an online repository of manuscripts, reports, technical white papers, theses, and supporting materials. Created and supported by the IEEE Signal Processing Society (SPS), SigPort collects technical material of interests to the broad signal processing community. It hosts material to help individuals obtain early and broad exposure on their work. MERL researcher, Petros Boufounos, was appointed to the SigPort Board for a 3-year term from 1 January 2015 to 31 December 2017.
-
- Date: March 9, 2015
MERL Contact: Jonathan Le Roux
Research Area: Speech & Audio
Brief - Recent research on speech enhancement by MERL's Speech and Audio team was highlighted in "Cars That Think", IEEE Spectrum's blog on smart technologies for cars. IEEE Spectrum is the flagship publication of the Institute of Electrical and Electronics Engineers (IEEE), the world's largest association of technical professionals with more than 400,000 members.
-
- Date: February 17, 2015
MERL Contact: Jonathan Le Roux
Research Area: Speech & Audio
Brief - Mitsubishi Electric Corporation announced that it has developed breakthrough noise-suppression technology that significantly improves the quality of hands-free voice communication in noisy conditions, such as making a voice call via a car navigation system. Speech clarity is improved by removing 96% of surrounding sounds, including rapidly changing noise from turn signals or wipers, which are difficult to suppress using conventional methods. The technology is based on recent research on speech enhancement by MERL's Speech and Audio team. .
-
- Date: February 20, 2015
Research Area: Computer Vision
-
- Date: October 1, 2014
Where: Intellectual Property Exchange InternationaI (IPXI)
Research Areas: Communications, Signal Processing
Brief - Intellectual Property Exchange International, Inc. (IPXI), the world's first financial exchange for licensing and trading intellectual property (IP) rights, today announced a multi-party offering for standard essential patents (SEPs) involving the world's most widely adopted standard protocol for wireless technology. The offering of Unit License Right (ULR) contracts is based on patent rights from eight organizations—including MERL and other leading consumer electronics and telecommunications companies, universities and research laboratories—whose rights are considered essential to the IEEE 802.11n standard for higher throughput in wireless local area network (WLAN) communications.
.
-
- Date: July 11, 2014
Where: R&D Magazine
Research Area: Computer Vision
Brief - A team with members from MERL, ATC, and Meiden received an R&D 100 award for its work on Mitsubishi Electric's MELFA-3D Vision system for industrial robot arms. This system completely automates bin picking a task for picking up parts that are randomly placed in a bin and aligning their poses for assembly processes.
-
- Date: July 1, 2014
Where: IEEE International Wireless Symposium (IWS) Brief - Rui Ma has joined the Technical Program Committee for the 2015 IEEE International Wireless Symposium and will act as Sub-committee Chair for power amplifier design and organize a workshop on GaN.
-
- Date: June 12, 2014
Where: IEEE Microwave Theory & Techniques Society Brief - Rui Ma has been accepted as a member of the Steering Committee of the IEEE
Microwave Theory & Techniques Society (Boston Section).
-
- Date: June 10, 2014
Where: European Conference on Optical Communication (ECOC)
MERL Contacts: Kieran Parsons; Toshiaki Koike-Akino
Research Areas: Communications, Electronic and Photonic Devices, Signal Processing
Brief - Four papers from the Optical Communications team have been accepted for publication and presentation at the European Conference on Optical Communication (ECOC) to be held in Cannes, France in September 2014. The papers relate to high-dimensional modulation, signal processing and coding for coherent optical links.
-
- Date: May 10, 2014
Where: REVERB Workshop
Research Area: Speech & Audio
Brief - Mitsubishi Electric's submission to the REVERB workshop achieved the second best performance among all participating institutes. The team included Yuuki Tachioka and Tomohiro Narita of MELCO in Japan, and Shinji Watanabe and Felix Weninger of MERL. The challenge addresses automatic speech recognition systems that are robust against varying room acoustics.
-
- Date: June 6, 2014
Where: Optical Fiber Communication Conference and Exposition (OFC)
MERL Contact: Toshiaki Koike-Akino
Research Areas: Communications, Signal Processing
Brief - Toshiaki Koike-Akino has accepted the invitation to give a talk on coded modulation formats with optimized constellations in Optical Fiber Communication Conference and Exposition (OFC 2015).
-
- Date: May 12, 2014 - May 14, 2014
Where: Hands-free Speech Communication and Microphone Arrays (HSCMA)
Research Area: Speech & Audio
Brief - MERL is a sponsor for the 4th Joint Workshop on Hands-free Speech Communication and Microphone Arrays (HSCMA 2014), held in Nancy, France, in May 2014.
-
- Date: May 1, 2014
Where: IEEE Global Conference on Signal and Information Processing (GlobalSIP)
Research Area: Speech & Audio
Brief - John R. Hershey is Co-Chair of the GlobalSIP 2014 Symposium on Machine Learning.
-
- Date: March 1, 2014
Where: IEEE Signal Processing Society
Research Area: Speech & Audio
Brief - John R. Hershey is Guest Editor for the Special Issue on Signal Processing Techniques for Assisted Listening of the IEEE Signal Processing.
-
- Date: February 15, 2014
Where: Optical Fiber Communication Conference and Exposition (OFC)
Research Areas: Communications, Signal Processing
Brief - David S. Millar has been elected to the 2015 OFC Technical Committee for Digital electronic subsystems and transceivers.
-
- Date: February 11, 2014
Where: IEEE Signal Processing Letters
MERL Contact: Petros T. Boufounos Brief - Petros Boufounos was appointed as a Senior Area Editor of IEEE Signal Processing Letters.
-
- Date: January 1, 2014
MERL Contact: Jonathan Le Roux
Research Area: Speech & Audio
Brief - Jonathan Le Roux, Shinji Watanabe and John R. Hershey have been elected for 3-year terms to Technical Committees of the IEEE Signal Processing Society. Jonathan has been elected to the IEEE Audio and Acoustic Signal Processing Technical Committee (AASP-TC), and Shinji and John to the Speech and Language Processing Technical Committee (SL-TC). Members of the Speech & Audio team now together hold four TC positions, as John also serves on the AASP-TC.
-
- Date: February 13, 2014
MERL Contacts: Hongbo Sun; Daniel N. Nikovski
Research Area: Data Analytics
Brief - Mitsubishi Electric Corporation announced that it has developed energy loss-reduction technology that uses algorithms for fast analysis of three-phase electricity developed by MERL to establish optimal coordination of power-distribution grids for reductions in energy loss and power-generation costs. The technology was achieved under Mitsubishi Electric's Smart Grid Demonstration Project.
-