OPPO计算机视觉算法开发工程师
校招全职AI/算法类地点:上海状态:招聘
任职要求
方向一: 1.计算机图形学、数字图像处理、计算数学、模式识别、机器学习、计算机视觉、EE、CE、色彩科学等相关专业; 2.编程基础扎实,C/C++、Python、Java须有一项熟练,熟悉常用计算机数据结构和算法,熟练使用数值计算工具; 3.对图像处理或摄影技术有浓厚的兴趣; 4.有硬件背景、编程竞赛奖项、电子设计大赛奖项、课余有学图像处理或立体视觉经验者优先; 5.思维清晰,表达清楚,不惧挑战。 方向二: 1.计算机图形学、数字图像处理、计算数学、模式识别、机器学习、计算机视觉、EE、CE、色彩科学等相关专业; 2.熟练掌…
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工作职责
方向一: 负责针对相机的计算成像的算法原型研发和演进 1、参与OPPO系列手机拍照和视频ISP算法的设计开发,负责关键功能模块(降噪、超分、HDR、色彩影调、运动估计、对齐融合、语义分割)的开发与性能优化; 2、参与OPPO系列手机拍照和视频人像优化算法的设计开发,负责人像肤质优化、肤色优化、美颜等算法的开发与性能优化; 3、 参与OPPO系列手机3A算法设计和开发,包括白平衡(AWB)、自动对焦(AF)、自动曝光控制(AE)算法的开发和性能优化; 4、多摄像头、多传感器算法,如双目对齐、双目深度估计、RGBD深度图优化、bokeh渲染,IMU去噪、IMU/Camera标定、OIS/EIS视频防抖路径规划、基于视觉&IMU的视频插帧/deblur算法的开发和演进; 方向二: 1.模型性能分析与优化 1)负责影像端侧模型性能分析与调优,包括推理速度、内存占用、功耗等关键指标优化; 2)设计并优化量化、剪枝、蒸馏等模型压缩技术,推动算法在移动端的高效部署; 3)针对GPU/NPU/DSP等硬件特性模型结构,识别模型运行中的瓶颈并提出改进方案,提升端侧推理效率。 2.技术预研与落地 1)跟踪行业前沿技术(如大模型端侧优化、模型压缩等),完成技术验证并推动业务落地; 2)协同算法团队优化模型架构,平衡性能与精度需求。 3)与硬件、系统框架团队合作,优化底层驱动及系统资源调度策略,提升模型运行效率; 方向三: 1.协助屏显相关算法的porting落地; 2.协助进行屏显效果的调试; 3.协助进行屏显算法的优化。
包括英文材料
模式识别+
https://www.mathworks.com/discovery/pattern-recognition.html
Pattern recognition is the process of classifying input data into objects, classes, or categories using computer algorithms based on key features or regularities.
https://www.microsoft.com/en-us/research/wp-content/uploads/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science.
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
OpenCV+
https://learnopencv.com/getting-started-with-opencv/
At LearnOpenCV we are on a mission to educate the global workforce in computer vision and AI.
https://opencv.org/university/free-opencv-course/
This free OpenCV course will teach you how to manipulate images and videos, and detect objects and faces, among other exciting topics in just about 3 hours.
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
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