Samsung Electronics China Research Institute Hiring CV, NLP, Voice/Audio Engineers and Intern

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Samsung Electronics China Research Institute Recruitment Information

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Company Profile:

Samsung Electronics China Research Institute is a research and development institution with independent legal personality invested and established by Samsung Electronics in China. It has post-doctoral workstation operation qualifications and focuses on cutting-edge technologies such as artificial intelligence, 5G/6G communication technology research and standardization, and is also actively commercializing it. Develop and promote the commercialization of advanced technologies in Samsung products to enhance the competitiveness of Samsung electronic products. Sincerely welcome you to join us!

※ Applicants are requested to keep the business secrets of the current company and former company confidential during the application process

※ Please confirm that the resume you submit does not contain the trade secrets of the current company and the former company

Recruitment object: social recruitment / school recruitment / internship

Working place: Taiyanggong Building, Chaoyang District, Beijing (Line 10 Taiyanggong Station)

Resume delivery: [email protected]

Job Title 1: Computer Vision/Image Processing/Machine Learning/Engineer, Intern

job description:

- Engaged in cutting-edge algorithm research in the fields of computer vision, image processing and machine learning;

- Research directions include but are not limited to: image processing (enhancement, deblurring, automatic white balance, hyperspectral image processing, etc.), computer graphics (object texture lighting reconstruction, differentiable rendering, neural rendering, etc.), visual geometric computing (SLAM) , 3D reconstruction, depth estimation, etc.), visual understanding (2D/3D object detection, tracking, segmentation, pose estimation, etc.), semi-supervised/self-supervised learning and video processing;

Job Requirements:

- Proficiency in basic theories and methods related to image processing, computer vision, machine learning, etc., with professional degrees in computer, electronics, automation, mathematics, physics, etc.

- Familiar with at least one programming language C/C++/Python, familiar with one or more deep learning frameworks such as Pytorch/TensorFlow/MXNet/Caffe.

- Enthusiasm for cutting-edge technology and strong independent work ability (algorithm understanding and implementation, problem analysis and solution);

Department introduction:

SAIT-China Lab is one of the 8 overseas research institutes of Samsung Advanced Institute of Technology, established in Beijing in June 2008. His research fields cover image processing, visual geometric computing, and visual understanding. In recent years, he has published many papers in international conferences (CVPR/ICCV/ICML/AAAI/ACM MM/IROS, etc.) and won Top-1 places in many international competitions, and has provided many products for Samsung flagship mobile phones, smart home and other products. core algorithm. The department attaches great importance to the research and tracking of cutting-edge technologies, and has cooperated with excellent teachers/laboratories such as Tsinghua University, Peking University, Chinese University of Hong Kong, and Chinese Academy of Sciences for many years to explore the most cutting-edge visual technology.

Job Title 2: Visual Algorithm Engineer, Intern

job description:

- Responsible for algorithm research and development in image processing, computer vision, deep learning, pattern recognition and other related fields;

-Algorithm fields include but are not limited to: image and video detection, classification, segmentation, camera image/video image quality enhancement, human pose/face related perception algorithms, vision transformer, stereo vision, etc.;

- Algorithm research and development in image processing related fields related to smart camera ISP, including: depth estimation, demosaicing, denoising, super-resolution, brightness enhancement, texture/face reconstruction, etc.;

- Autonomous driving environment perception includes: object detection in cockpit, DMS, OMS, face live detection, human pose estimation and human-computer interaction, pedestrian, vehicle, traffic sign detection, etc.;

- Compression optimization of network model, NAS, dynamic network, on-device design optimization of deep model and deployment of various hardware platforms, etc.;

- AI frontier algorithm research and innovation, including but not limited to: multimodal technology, including visual language representation learning, multimodal generation, understanding and interaction, etc.; digital human technology, including Nerf-based full-real digital human generation, modeling , drive, etc.; vision and deep learning technology for robots, including neural-based/joint SLAM, vision for robot/manipulator operation, deep learning technology, reinforcement learning, imitation learning, etc.; suitable for metaverse/augmented reality /3D technology of mixed reality, image/video/3D generation technology, first-perspective visual perception and understanding, etc.;

- AI embedded system development: Participate in the deployment, testing and performance optimization of AI models on terminals (Android, Jetson and other platforms), including but not limited to AI model interface implementation and invocation, pre/post processing;

- Robot/manipulator control: based on the ROS system, develop the visual control of the manipulator, and simulate the grasping algorithm of the manipulator; develop the algorithms related to the robot's autonomous positioning and navigation, motion, obstacle avoidance, and manipulating objects;

Job Requirements:

- Bachelor degree or above, majors in computer, software, electronics, automation, mathematics, etc. are preferred;

- Have experience in computer vision and deep learning algorithm research, master classic algorithms, and have strong algorithm implementation capabilities;

- Proficient in using deep learning platform tools, including Tensorflow, Pytorch, Caffe, etc.;

- Solid Python and C++ programming skills;

-[Additional points] Those who have published high-level articles in the field of computer vision, or have achieved excellent rankings as major participants in authoritative competitions are preferred;

-【Additional points】Have the actual productization experience of the algorithm, and the mobile terminal optimization and transplantation experience is preferred;

Department introduction:

Vision Computing Lab is positioned in the 13 global research institutes of Samsung Research to provide the world's most advanced computer vision technology and the best commercial vision solutions to serve Samsung's various product lines.

As one of the most competitive Labs in visual technology in Samsung's overseas research and development, the department has rich commercial technology accumulation. In recent years, the vision engine has been successfully commercialized in Samsung's flagship mobile phones, smart TVs, and smart cockpits, and has won the Samsung Overseas Research Institute Commercial Contribution Award for many consecutive years. The department also attaches great importance to the research and tracking of cutting-edge technologies, and has cooperated with excellent teachers/laboratories such as Tsinghua University, Peking University, and Chinese Academy of Sciences for many years to explore cutting-edge visual technologies. In recent years, the team has published many papers in international conferences such as CVPR/ICCV/ACM MM/EMNLP. He has achieved a number of Top3 results in international competitions in image/video caption, In-paint, Object tracking, NAS, image defocus, etc.

Job Title 3: Natural Language Processing/Data Mining Engineer, Intern

job description:

- Engaged in cutting-edge algorithm research in the field of natural language processing and data mining;

- Natural language processing research and development includes but is not limited to: engaged in text classification in natural language processing, algorithm research and engine development in the fields of information extraction;

- Voice assistant development: Cooperate with UX designers and PMs, use agile development methods to create user experience, use modeling language to solve problems in real scenarios, create and develop cloud-based applications, support business access to partner companies, and support partner companies provide technical support;

- Machine translation research and development includes but is not limited to: engaging in algorithm research and engine development in machine translation-related fields, and cooperating with project members to improve the performance of existing engines and optimize algorithms;

- Mental health data mining research and development includes but is not limited to: distraction modeling for depression identification, emotion classification, emotion classification and other data, cutting-edge mental health academic exploration, and publishing high-quality works in international conferences or journals;

Job Requirements:

-Bachelor degree or above, majors in computer, software, electronics, automation, mathematics, etc. are preferred;

-Have experience in natural language processing, data mining, deep learning algorithm research, strong algorithm implementation ability and software development ability;

-Proficient in using deep learning platform tools, including Tensorflow, Pytorch, etc.;

-Have solid programming ability in Python and C++;

-[Additional points] Those who have published high-level articles in natural language processing, data mining and other fields, or have achieved excellent rankings as major participants in authoritative competitions are preferred;

-【Additional points】Have the actual productization experience of the algorithm, and the mobile terminal optimization and transplantation experience is preferred;

Department introduction:

Language Understanding Lab is the department of Samsung China Research Institute responsible for the research of natural language processing related technologies in Samsung products. The R&D technology is widely used in Samsung products for voice assistants, machine translation and other scenarios. At present, the main technical directions of Language Understanding Lab include human-computer interaction, machine translation, machine reading comprehension, text mining, and data mining. The team has deep technical accumulation in the above technical directions. In recent years, it has published many papers in international conferences such as ACL/EMNLP/NAACL/AAAI/ICASP, and has achieved good results in many international competitions, such as Semeval 2022 Task 5: MAMI - 1st place in Multimedia Automatic Misogyny Identification, 1st place in SemEval 2021 Task4 Machine Reading Comprehension, 1st place in IWSLT Japanese to Chinese Open Domain Translation. Maintain long-term academic exchanges and project cooperation with well-known scholars from first-class scientific research institutions in the industry.

Job Title 4: Speech/Audio Algorithm Engineer, Intern

job description:

- Engaged in cutting-edge algorithm research in the field of audio/voice signals, and participated in the development of Samsung's smart voice/audio solutions;

- Research directions include but are not limited to: speech separation, speech enhancement, speech recognition, speech synthesis, speech wake-up, audio and video codec and standardization, audio scene detection and classification, etc.;

- Track the latest developments in the industry and conduct research exchanges with top universities;

Job Requirements:

- Master's degree or above in communication/computer/electronics/automation/signal processing/pattern recognition/machine learning and related majors;

- Familiar with speech/audio signal processing, or familiar with common algorithms of machine learning/deep learning, and be proficient in using deep learning platform tools, such as Tensorflow, Pytorch, Kaldi, etc.;

- Good C++ programming ability, familiar with software development under Linux, proficient in using scripting languages ​​such as python or perl;

- Relevant technologies and work experience in speech or audio algorithms are preferred;

- Good teamwork, communication, document writing skills, good English reading and writing skills, full of sense of responsibility and initiative;

Department introduction:

Speech Lab is one of the most competitive teams in speech and audio technology in the overseas research institutes of Samsung Research Institute. Over the years, with continuous accumulation in the field of voice and audio technology, through self-research and university cooperation, the team has published many papers in international conferences such as ICASSP and Interspeech in the field, and won many awards in international challenges such as DCASE, Voice Conversion, Blizzard Challenge, etc. Top 3 results. At the same time, relying on the powerful software and hardware platform of Samsung Electronics, we commercialize our advanced technology to various Samsung products, and provide advanced voice and audio technology solutions for mobile smart terminals, smart TVs, smart home appliances and other products. Overseas Research Institute Commercial Contribution Award.

 
  
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