Before the National Day, I felt that the holiday was long, but the time flickered, it was already October 6th, and there were only two days left for the National Day holiday .
I don't know how you spent the National Day, whether it was going out to play, or returning home to be with your family.
Regardless of the type, I hope everyone can have a good rest. Because there are only the last three months left in 2020, please keep your spirits up and work hard for another three months.
2020 is destined to be an unusual year. At the beginning of the year, my hometown was closed, and the whole family was guarding the home, which is still vivid . I also hope that 2020 will pass sooner and that the rainbow will only be seen after the storm .
Put on a beautiful picture next to Dabai's house. I wonder if any classmates know it. Where is this?
In addition, Dabai aggregates the essence of the weekly release of dozens of official accounts in the field of artificial intelligence, and the classification of the system can be viewed by clicking .
In addition, Dabai is also constantly collecting and updating the video sharing of the authors and working experience of each project algorithm, hoping to improve the efficiency of some explorations , click to view .
Finishing summary: Jiang Dabai
Content cycle: 2020.09.28-2020.10.5 Synchronous public account
: Jiang Dabai
table of Contents
1 Organize the list of public accounts involved
(1) I love computer vision
(2) Cver
(3) Datawhale
(4) AI algorithm and image processing
(5
) Opencv Academy (6) PaperWeekly
(7) Xinzhiyuan (8) Jishi
Platform
(9) Machine Heart
(10) Machine Learning Algorithm Engineer
(11) AI Research Institute
(12) GiantPandaCV
(13) AI Deep Learning Sight
(14) July Online Lab
(15) Artificial Intelligence Frontier Lecture
(16) AI Technology Review
(17) Machine Learning Algorithm and Python refinement
(18) Microsoft researcher AI headline
(19) VALSE
(20) AI algorithm training camp
(21) There are three AI
(22) AlWalker
(23) Qubit
(24) AI park
(25) AI artificial intelligence beginner
(26) The road to computer vision
(27) Xiaobai learns vision
2 Summary of industry highlights
2.1 Basic knowledge
2.1.1 Deep learning related
① Network structure
(1) Use the simplest way to train the strongest ResNet-50 in history, and the ResNeSt
link with performance exceeding the magic modified structure : https://mp.weixin.qq.com/s/YY6w6ePWJoJJknkAnWU41A
(2) From EfficientNet and RegNet Let’s start and discuss CNN network design in depth: Handcraft VS NAS
Link: https://mp.weixin.qq.com/s/it-Ll6GwfQC_m9NSq22AGQ
(3) He Yuming Focal Loss improved version! GFocal Loss: Conscience technology, no cost increase
link: https://mp.weixin.qq.com/s/1e6D60B6clpYu9oHA_jPeg
② Model pruning & distillation & acceleration
(1) Detailed explanation of Winograd acceleration algorithm in convolution
Link: https://mp.weixin.qq.com/s/KkV8x6qVvlE_hS3Ziq9Tww
2.1.2 Machine learning related
(1) Summary of machine learning model evaluation indicators!
Link: https://mp.weixin.qq.com/s/21421H7Yp-kGDXrJtGtDZA
(2) Getting started with XGBoost can explain machine learning!
Link: https://mp.weixin.qq.com/s/Xqc-YiPgAoENvwOTStK8fw
(3) Which sampling algorithm is strong? A comparison of mainstream sampling algorithms
Link: https://mp.weixin.qq.com/s/OZ-HfxBgFSvqeH8AEjGluQ
2.2 Research direction
2.2.1 Target detection
(1) Use CenterNet to detect rotating targets.
Link: https://mp.weixin.qq.com/s/tNsTFHR94qiiET9G_MXJtw
(2) The PyTorch version of YOLOv4 has been updated, which is not only suitable for custom data sets, but also integrates attention and MobileNet
link: https://mp.weixin.qq.com/s/3ItH0swoicI_gMmfkHHClQ
2.2.2 Attitude estimation
(1) Infinite imagination space, 3D human pose estimation that can be played with Python
Link: https://mp.weixin.qq.com/s/w91ZSdp-aJ_v3ZMoo9kuLQ
2.3 Opencv aspect
(1) Real-time parking location search based on OpenCV
Link: https://mp.weixin.qq.com/s/1Uh-nn8Rg91fMEgBAgVX4Q
(2) Convert any image to sketch: Python minutes to achieve
Link: https://mp.weixin .qq.com/s/4rp7PuiZsYyMwoiFaaxHdA
3 Summary of research & industry trends
3.1 Research related
(1) NLP/CV model cross-border to the end, visual Transformer should catch up with CNN?
Link: https://mp.weixin.qq.com/s/WC4LiTz7fIr2myl4CEjShw
3.2 Industry News
(1) RTX 3090 AI performance measurement: FP32 training speed increased by 50%, tensor core shrinkage
Link: https://mp.weixin.qq.com/s/aDJI1ZncAYrnYlHIAn93rw
(2) RTX3090 dual card comparison evaluation
link: https:/ /mp.weixin.qq.com/s/HDQCxgyXHmF9QLHr04_fdQ
(3) The posture of the doctor who really engages in scientific research is like this丨Knowing the high praise
Link: https://mp.weixin.qq.com/s/yDPkgvrN1LbZBU3ai5EBKw
(4) Inventory of 9 ways to improve the speed of domestic access to GitHub
Link: https://mp.weixin.qq.com/s/Mt-G6ohQ3mnX6dmzgAZEUA
4 Summary of the best articles
(1) ECCV 2020 Paper Inventory-Example Segmentation
Link: https://mp.weixin.qq.com/s/PISnu9ASNO4hb8Kk2eYuuA
(2) ECCV 2020 Paper Inventory-Semantic Segmentation
Link: https://mp.weixin .qq.com/s/55eVtJuNzClwcuGFqRIgPQ
(3) ECCV 2020 paper inventory-6D pose estimation
link: https://mp.weixin.qq.com/s/41QWctTh62pPS_9z_vavsQ
(4) ECCV 2020 paper inventory-human body shape
Link to posture estimation articles : https://mp.weixin.qq.com/s/9ivcFjZionzMLT87U-frhw
(5) ECCV 2020 paper inventory-gesture estimation articles
Link: https://mp.weixin.qq.com/s /m_xNZzn1CxlF_z1uPsl7OQ
(6) ECCV 2020 Paper Inventory-3D Human Pose Estimation
Link: https://mp.weixin.qq.com/s/tXbss3vFr7yWH3-1_-glUg
(7) ECCV 2020 Paper Inventory-Video Target Detection
Link: https://mp.weixin.qq.com/s/afe02j24VsYdAxd__VlL2w
