A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of...

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. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University [email protected] December 12, 2020 Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 1 / 20

Transcript of A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of...

Page 1: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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A Brief Self-Introduction

Jinbin Bai

Department of Computer Science, Nanjing University

[email protected]

December 12, 2020

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 1 / 20

Page 2: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Overview

1 About Me

2 Research Experience

3 Selected Courses Projects

4 Activities and Communications

5 Research Interests and Plans

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 2 / 20

Page 3: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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About Me

Jinbin Bai (白晋斌), born in Shanxi ProvinceNanjing University, B.S. in CS, GPA: 89.6/100, Rank: 10%

Outstanding Student of Nanjing UniversityHeren Scholarship (2 recipients in CS department)Shanyuan International Scholarship (30 recipients in NJU)Excellent Undergraduate Innovation Project of Nanjing University

Shanghai Jiao Tong University, C9 League Exchange Program

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 3 / 20

Page 4: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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About Me

Personal Mainpage: https://jb-bai.github.io/Advanced Courses I’ve taken

CompilerMachine LearningData MiningDigital Image ProcessingBig Data Procesing LabGame Theorytotal list could be obtained by click TOTAL.

These days, I am working on a Computer Graphics course (GAMES101 by Linqi Yan, GAMES 102 by Ligang Liu) and readingFundamentals of Computer Graphics.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 4 / 20

Page 5: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Research ExperienceDetection Technology of Specific Acoustic Scene based on Deep Learning

Literature Review

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 5 / 20

Page 6: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Research ExperienceDetection Technology of Specific Acoustic Scene based on Deep Learning

Dataset

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 6 / 20

Page 7: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Research ExperienceDetection Technology of Specific Acoustic Scene based on Deep Learning

Data Preprocessingi.e. Mel-frequency cepstral coefficients (MFCCs)

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 7 / 20

Page 8: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Research ExperienceDetection Technology of Specific Acoustic Scene based on Deep Learning

Neural Network Model

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 8 / 20

Page 9: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Research ExperienceDetection Technology of Specific Acoustic Scene based on Deep Learning

Accuracy: 96% on our own dataset

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 9 / 20

Page 10: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Research ExperienceDetection Technology of Specific Acoustic Scene based on Deep Learning

AchievementsPatentPapera music player app that supports automatic equalizer settings(https://github.com/grkid/Gadget_for_Music)National project approved, excellent project completed

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 10 / 20

Page 11: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Research ExperienceDeep Sky Modeling for Single Image Outdoor Lighting Estimation 1 2

In preparation for CVPR 2021 submission.

1Hold-Geoffroy, Y. , Athawale, A. , & Lalonde, J. F. . (2019). Deep sky modeling forsingle image outdoor lighting estimation. 2019 IEEE/CVF Conference on ComputerVision and Pattern Recognition (CVPR). IEEE.

2Singh, K. K. , Ojha, U. , & Lee, Y. J. . (2019). FineGAN: UnsupervisedHierarchical Disentanglement for Fine-Grained Object Generation and Discovery. 2019IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 11 / 20

Page 12: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Selected Courses Projects

Othello AIUsing α-β pruning and greedy algorithm to implement an automatic chessstrategy for Othello.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 12 / 20

Page 13: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Selected Courses Projects

Beauty SoftwareUsing matlab and matlab gui to implement a beauty software whichincludes many photo processing and beauty functions.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 13 / 20

Page 14: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Selected Courses Projects

Comprehensive Experiment of Big Data ProcessingUsing hadoop (and spark) to realize the visualization of the relationshipbetween the characters by inputting Jin Yong’s novels.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 14 / 20

Page 15: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Selected Courses Projects

Comprehensive Experiment of Machine LearningUsing linear regression, knn, lstm, random forest, xgboost, lightgbm, etcto forecast the traffic time index around Shenzhen North Station.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 15 / 20

Page 16: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Selected Courses Projects

Comprehensive Experiment of Digital CircuitUsing Verilog HDL to implement a simple computer system on the FPGAof the DE10-Standard development board, which can run simpleinstructions and process a certain amount of input and output. Using mipslanguage to complete basic terminal functions and a number of minigames.

Comprehensive Experiment of Computer SystemUsing C to implement a simplified x86 emulator which includes usingvirtual registers to simulate data storage and operations, x86 instruction’sdecoding and execution, segmented page storage structure of computersystem, exceptions, interrupts and IO, etc. Finally, we can run PAL1 onour x86 emulator.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 16 / 20

Page 17: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Selected Courses Projects

Comprehensive Experiment of Operation SystemUsing C to implement a simplified operation system which includes systemboot, system call, process switch and thread switch, processsynchronization, file system.

Comprehensive Experiment of CompilerUsing C to implement a simplified compiler which includes lexical analysis,syntax analysis, semantic analysis, intermediate code generation,intermediate code optimization, target code generation, target codeoptimization.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 17 / 20

Page 18: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Activities and CommunicationsNanjing University’s Tencent Club

Vice Minister of Practice DepartmentNanjing University’s Microsoft Club

Code visualization: Developing a program in Microsoft NanjingHackthon competition.WAIC2019: Participating in Microsoft’s AI for ALL conference inWAIC 2019.

Nanjing UniversityAssembly Language Course Teaching AssistantPeer mentor

ByteDance AI LabSoftware Develop Engineer Intern related to Image Processing.

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 18 / 20

Page 19: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Research Interests and Plans

Possible DirectionsMachine Learning and Data MiningComputer Graphics, Computer Vision and Digital Image ProcessingResearch related to Distributed System and Parallel ComputingResearch related to Human-computer Interaction and Robotics

Maybe?Invertible Image RescalingYOLO in the Dark - Domain Adaptation Method for Merging MultipleModelsSemi-supervised Multi-modal Emotion Recognition with Cross-ModalDistribution MatchingFrankMocap: Fast Monocular 3D Hand and Body Motion Capture byRegression and IntegrationKeyPose: Estimating teh 3D Pose of Transparent Objects from Stereo

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 19 / 20

Page 20: A Brief Self-Introduction · 2020. 12. 22. · A Brief Self-Introduction Jinbin Bai Department of Computer Science, Nanjing University bai.jinbin@foxmail.com December 12, 2020 Jinbin

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Thanks for your attention!

Jinbin Bai (NJU) https://jb-bai.github.io December 12, 2020 20 / 20