課程信息
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100% 在線

立即開始,按照自己的計劃學習。

第 5 門課程(共 7 門)

可靈活調整截止日期

根據您的日程表重置截止日期。

高級

完成時間大約為23 小時

建議:5 weeks of study/ 4-5 hours per week...

英語(English)

字幕:英語(English), 韓語

100% 在線

立即開始,按照自己的計劃學習。

第 5 門課程(共 7 門)

可靈活調整截止日期

根據您的日程表重置截止日期。

高級

完成時間大約為23 小時

建議:5 weeks of study/ 4-5 hours per week...

英語(English)

字幕:英語(English), 韓語

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 3 小時

Introduction to image processing and computer vision

8 個視頻 (總計 54 分鐘), 2 個測驗
8 個視頻
Digital images3分鐘
Structure of human eye and vision6分鐘
Color models15分鐘
Image processing goals and tasks2分鐘
Contrast and brightness correction5分鐘
Image convolution7分鐘
Edge detection8分鐘
1 個練習
Basic image processing10分鐘
2
完成時間為 4 小時

Convolutional features for visual recognition

12 個視頻 (總計 91 分鐘), 2 個測驗
12 個視頻
AlexNet, VGG and Inception architectures11分鐘
ResNet and beyond10分鐘
Fine-grained image recognition5分鐘
Detection and classification of facial attributes6分鐘
Content-based image retrieval7分鐘
Computing semantic image embeddings using convolutional neural networks8分鐘
Employing indexing structures for efficient retrieval of semantic neighbors9分鐘
Face verification6分鐘
The re-identification problem in computer vision5分鐘
Facial keypoints regression6分鐘
CNN for keypoints regression5分鐘
1 個練習
Convolutional features for visual recognition24分鐘
3
完成時間為 3 小時

Object detection

13 個視頻 (總計 46 分鐘), 2 個測驗
13 個視頻
Sliding windows3分鐘
HOG-based detector2分鐘
Detector training3分鐘
Viola-Jones face detector5分鐘
Attentional cascades and neural networks3分鐘
Region-based convolutional neural network3分鐘
From R-CNN to Fast R-CNN5分鐘
Faster R-CNN4分鐘
Region-based fully-convolutional network2分鐘
Single shot detectors3分鐘
Speed vs. accuracy tradeoff1分鐘
Fun with pedestrian detectors1分鐘
1 個練習
Object Detection16分鐘
4
完成時間為 4 小時

Object tracking and action recognition

11 個視頻 (總計 74 分鐘), 2 個測驗
11 個視頻
Optical flow5分鐘
Deep learning in optical flow estimation5分鐘
Visual object tracking5分鐘
Examples of visual object tracking methods13分鐘
Multiple object tracking5分鐘
Examples of multiple object tracking methods8分鐘
Introduction to action recognition6分鐘
Action classification7分鐘
Action classification with convolutional neural networks5分鐘
Action localization6分鐘
1 個練習
Video Analysis16分鐘
3.8
43 條評論Chevron Right

來自Deep Learning in Computer Vision的熱門評論

創建者 SJJun 12th 2018

Excellent course! Quiz questions are conceptual and challenging and assignments are pretty rigorous and 100% practical application oriented.

創建者 RRApr 19th 2019

Don't just read what's written on the projector. Try explaining it. And explain with code.

講師

Avatar

Anton Konushin

Senior Lecturer
HSE Faculty of Computer Science
Avatar

Alexey Artemov

Senior Lecturer
HSE Faculty of Computer Science

關於 国立高等经济大学

National Research University - Higher School of Economics (HSE) is one of the top research universities in Russia. Established in 1992 to promote new research and teaching in economics and related disciplines, it now offers programs at all levels of university education across an extraordinary range of fields of study including business, sociology, cultural studies, philosophy, political science, international relations, law, Asian studies, media and communicamathematics, engineering, and more. Learn more on www.hse.ru...

關於 高级机器学习 專項課程

This specialization gives an introduction to deep learning, reinforcement learning, natural language understanding, computer vision and Bayesian methods. Top Kaggle machine learning practitioners and CERN scientists will share their experience of solving real-world problems and help you to fill the gaps between theory and practice. Upon completion of 7 courses you will be able to apply modern machine learning methods in enterprise and understand the caveats of real-world data and settings....
高级机器学习

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