9/24 Data Augmentation for 3D Vision (김태균 교수/KAIST 전산학부)

작성자
kaistsoftware
작성일
2020-09-16 22:10
조회
12651
  • 강사 : 김태균 교수 (KAIST 전산학부) 
  • 일시 : 2020. 9. 24 (목) 17:00~18:30
Data augmentation has been a long dream for vision and relevant tasks. Generative deep neural network has emerged, however its inherent limitation is not able to generate new data out of data distribution the model has seen. Consequently, the generated data somehow by interpolation does not help improve accuracy of existing models, which are already trained by a large dataset and with good generalisation. In this talk, we present several ideas to improve the quality and diversity of data generation, which in turn successfully boosts up accuracies of visual recognition. The ideas are based on generative adversarial learning, synthetic 3D models, attribute-relational conditions, use of a Physics simulator, and domain transfer, and they will be demonstrated for 3D hand pose, 6D object pose, and face image generation.

* 강연자료
전체 143
번호 제목 작성자 작성일 추천 조회
공지사항
2025년 봄학기 콜로퀴엄 일정 안내
kaistsoftware | 2025.02.27 | 추천 0 | 조회 10427
kaistsoftware 2025.02.27 0 10427
142
6/2 Intelligent Techniques for Graphics, Vision, and Robotics (윤성의 교수/KAIST 전산학부)
kaistsoftware | 2025.06.02 | 추천 0 | 조회 411
kaistsoftware 2025.06.02 0 411
141
5/26 Denoising Diffusion for 3D Human and Object Pose Estimation Under Interactions (김태균 교수/KAIST 전산학부)
kaistsoftware | 2025.05.23 | 추천 0 | 조회 548
kaistsoftware 2025.05.23 0 548
140
5/19 이미지/비디오 생성 기술의 현재와 미래 (성민혁 교수/KAIST 전산학부)
kaistsoftware | 2025.05.16 | 추천 0 | 조회 769
kaistsoftware 2025.05.16 0 769
139
5/12 Startup Funding (최원호 교수/KAIST 전산학부)
kaistsoftware | 2025.05.08 | 추천 0 | 조회 1432
kaistsoftware 2025.05.08 0 1432
138
4/21 반복되는 SW오류, 어떻게 막을것인가? (허기홍 교수/KAIST 전산학부)
kaistsoftware | 2025.04.07 | 추천 0 | 조회 3328
kaistsoftware 2025.04.07 0 3328
137
4/7 Hacking Unmanned Vehicles (김용대 교수/KAIST 전기및전자공학부)
kaistsoftware | 2025.04.04 | 추천 0 | 조회 2799
kaistsoftware 2025.04.04 0 2799
136
3/24 Mobile AI Agent (신인식 교수/KAIST 전산학부)
kaistsoftware | 2025.03.21 | 추천 0 | 조회 3608
kaistsoftware 2025.03.21 0 3608
135
3/17 Analyzing LLM Inference Chains (유신 교수/KAIST 전산학부)
kaistsoftware | 2025.03.10 | 추천 0 | 조회 3976
kaistsoftware 2025.03.10 0 3976
134
3/10 AI 의인화와 윤리적 문제: AI는 어떻게 사람처럼 보이도록 설계되었는가? (김진형 교수/KAIST 전산학부)
kaistsoftware | 2025.03.05 | 추천 0 | 조회 6050
kaistsoftware 2025.03.05 0 6050
133
11/25 Finding Security Vulnerabilities in Layer-1 and Layer-2 Blockchains (강민석 교수/KAIST 전산학부)
kaistsoftware | 2024.11.21 | 추천 0 | 조회 7209
kaistsoftware 2024.11.21 0 7209