Dogun Kim

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pointnet++ 2

PointNet 논문 리뷰

딥러닝을 이용해 Point cloud를 처리하는 방법론들에 대해 공부 1. PointNethttps://arxiv.org/abs/1612.00593 PointNet: Deep Learning on Point Sets for 3D Classification and SegmentationPoint cloud is an important type of geometric data structure. Due to its irregular format, most researchers transform such data to regular 3D voxel grids or collections of images. This, however, renders data unnecessarily voluminous and ca..

논문/CV 2024.09.19

Ch02. Point Cloud Processing Backbone - 2) PointNet++

Ch 02. Point Cloud Processing Backbone딥러닝을 이용해서 Point cloud를 처리하는 방법론을 공부할 것이다. 2-1. PointNet2-2. PointNet++ 2-3. Graph Convolutional Network 2-4. Dynamic Graph CNN 2-5. Kernel Point Convolution https://arxiv.org/abs/1706.02413 PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric SpaceFew prior works study deep learning on point sets. PointNet by Qi et al. is a pioneer in thi..

Autonomous Driving/2. LiDAR Perception 2024.09.06
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Dogun Kim

Dept of AI, University of Seoul

  • Studying
    • 논문
      • CV
      • NLP
      • E2E Autonomous Driving (VLM)
      • E2E Autonomous Driving (MBRL)
      • Robotics
    • Autonomous Driving
      • 1. Perception
      • 2. LiDAR Perception
      • 3. Sensor Fusion
      • 4. Motion Planning & Control
    • Reinforcement learning
      • 0. Intro
      • 1. Tabular Solution Methods
      • 2. Approximate Solution Methods
      • 3. Frontiers
    • Deep Learning
      • 0. Intro
      • 1. PyTorch
      • 2. Natural language processing
    • 학부 수업
      • 데이터마이닝
      • 확률 및 랜덤 프로세스
      • 학부 수업
      • 정보이론
      • 컴퓨터비전
      • Reliable AI
      • 인공지능의 윤리
    • Data Science
      • Data analysis
    • Robotics
      • ROS

Tag

3d bounding box, #computervision #cameraprojection #projectivetransformation #weakperspective #orthographicprojection #affineprojection #homocoordinates #calibrationmatrix #vanishingpoint, think2drive, 자율주행, pointnet++, retinaface, waymo 데이터셋, PointNet, 강화학습, model-based rl, 자율주행 평가 지표, reinforcement learning, 3d 객체 검출, kitti 데이터셋, 자율주행 데이터셋, carla v2, nuscenes 데이터셋, planning algorithm, world model, giou,

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