ECCV 2020 double champion team, take you to conquer target detection on the 7th

What is the hottest direction of computer vision ？

Target detection, of course ！

object detection , It is one of the core problems in the field of computer vision , In the past two years, there have been hundreds of relevant papers on the global summit , Attracted more and more attention . Whether it's face recognition 、 Autopilot 、 Text detection 、 human-computer interaction , Are inseparable from the cornerstone of target detection .

With the improvement of accuracy year by year , The landing of target detection technology is becoming more and more mature , It has been widely used in industry 、 traffic 、 remote sensing 、 Medical care 、 Entertainment and so on ！

Baidu as 「 China AI Head goose 」 In the research of target detection algorithm 、 Industrial practice 、 Industrial landing , Accumulated rich experience ！

2020 year 7 month , Baidu PaddleDetection The R & D team explored and opened source Industrial target detection model PP-YOLO, The accuracy and prediction speed are better than YOLOv4, Be in the leading position in the industry ！

2020 year 8 month , Baidu vision team is at the top level in the international vision field ECCV 2020 Excellent performance in , Take the field of target detection Tiny Object Detection and COCO Of “ Double champion ”！

To help more developers understand the field of object detection , Baidu vision team and PaddleDetection The R & D team is strong and strong , Combined with many years of practical experience , Teach in person , Lead everyone to tackle target detection ！

 Download the installation command ## CPU Version installation command pip install -f https://paddlepaddle.org.cn/pip/oschina/cpu paddlepaddle## GPU Version installation command pip install -f https://paddlepaddle.org.cn/pip/oschina/gpu paddlepaddle-gpu

7 Sky conquers target detection

• Top famous teachers give each other their best

The global ECCV Target detection double champion team teaching and research ,PaddleDetection Senior R & D instructors , Based on years of top research and 100+AI Industry landing experience , Live lectures throughout the course .

• Delve into the principles of the algorithm

Take apart in detail RCNN、YOLO、AnchorFree Series algorithm , Also contains SOTA Industrial test model for performance PP-YOLO, Take you step by step to clear the fog ！

• Real industrial projects

In depth analysis of 4 Big Baidu features Real industrial cases ： Road sign detection 、 Industrial quality inspection 、 Power inspection 、 Intensive commodity inspection in commercial supermarkets .

• Hand to hand CVPR2020 The latest competition

2019 year CVPR World champion of target detection , First public sharing of champion's Secret script , make a show of combat 2020 The latest competition in , be based on COCO Dense object detection in data sets ！

Special Gospel

1. Excellent students have the opportunity to join Baidu

2. Graduation mail the paper certificate of graduation

3. In depth communication with Baidu senior R & D personnel throughout the whole process

4. Outstanding contributors to open source ecology , Give priority to promotion to PPDE（ Flying propeller technician ）

5. The whole course is free , Including live broadcast 、 practice 、 Homework correction 、 Answer questions, etc , Free of charge GPU resources

Syllabus

01 Overview of target detection tasks

1. The development of target detection 、 Important basic concepts （bbox、nms、IOU、mAP）

2. Introduction to dataset format

3. PaddleDetection Overall introduction and use

【 actual combat 】 Road sign detection

02RCNN Detailed explanation of a series of target detection algorithms

1. RCNN Introduction to the series of models  

2. FasterRCNN Detailed explanation of the module

3. PaddleDetection Training RCNN Model

03RCNN A series of algorithm optimization strategies and cases

1. FPN Introduce

2. CasacdeRCNN Introduce

3. Optimization of speed and accuracy of two-stage model

4. Industrial quality inspection cases

【 actual combat 】 be based on RCNN Industrial quality inspection defect detection

04YOLO Detailed explanation of a series of target detection algorithms

1. YOLO Introduction to the series

2. YOLOv3 Detailed explanation of the module

3. Training YOLO Model

05PP-YOLO Optimization strategy and case sharing

1. PP-YOLO Introduce

2. YOLO Optimization of model speed and accuracy

3. Power inspection cases

【 actual combat 】PP-YOLO Industrial quality inspection defect detection

06AnchorFree Introduction and practice of a series of algorithms

1. AnchorFree Series introduction

2. FCOS Introduce

3. CornetNet/TTF-Net Introduce

【 actual combat 】AnchorFree Industrial quality inspection defect detection

07 The world champion will take the top hand in hand

1. Release 2020 year CVPR The latest competition question

2. World champions share 2019 Game script

【 actual combat 】 Intensive commodity inspection in commercial supermarkets

（ Dense object detection ）

 

About Instructor

Qingqing teacher ： Baidu senior R & D Engineer

be responsible for Flying propeller Visual direction , Years of experience Flying propeller frame 、 Visual algorithm development , from 0 To 1 Participated in Flying propeller System and visual model library development , In charge of Flying propeller classification 、 Division 、 object detection 、 Generation and other model development , And the development of model compression tools , Rich experience in system optimization and visual algorithm application .

Teacher pengpeng ： Baidu senior R & D Engineer

Server side PP-YOLO The main author of the model ,PaddleDetection The core R & D backbone of the target detection library , Yes YOLO Have a deep understanding and Research on the principle and optimization of series models , Develop and publish a variety of server-side and mobile side YOLOv3 Model , It has reached the forefront of the industry in terms of precision and speed .

Guanguan teacher ： Baidu senior R & D Engineer

Flying propeller Target detection kit PaddleDetection Core R & D backbone , from 0 To 1 Created Flying propeller End to end development kit for target detection , The effect of the developed detection model has reached the forefront of the industry , With years of algorithm accumulation and practical experience in target detection direction , Have a deep understanding of the field of target detection .

Learning motivation

Worry about not being able to keep learning ？ Don't worry , We need encouragement on the way to growth .

We set up a wonderful game PK link , We are ready to 100 A beautiful gift is waiting for you ！

 

Baidu Flying propeller Official certificate of completion

 

Sweep yards attention 【 Flying propeller 】 official account  

reply ： The champion team

Get exclusive registration channel

 

 Download the installation command ## CPU Version installation command pip install -f https://paddlepaddle.org.cn/pip/oschina/cpu paddlepaddle## GPU Version installation command pip install -f https://paddlepaddle.org.cn/pip/oschina/gpu paddlepaddle-gpu

>>  visit PaddlePaddle Official website , Learn more about .