2021- Courses List of Machine Learning, Deep Learning, and Computer Vision from a top school

🔥 Self-Supervised Vision Transformers with DINO

Blogpost:
https://ai.facebook.com/blog/dino-paws-computer-vision-with-self-supervised-transformers-and-10x-more-efficient-training/

Paper:
https://arxiv.org/pdf/2104.14294.pdf

Code:
https://github.com/facebookresearch/dino

Dark scene object detection API for detecting 12 common objects in the dark/night images and videos

Great resource of AI, Machine learning, Deep learning, Computer vision, NLP Projects and Courses with code

500 + 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗟𝗶𝘀𝘁 𝘄𝗶𝘁𝗵 𝗰𝗼𝗱𝗲

https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

PVTv2: Improved Baselines with Pyramid Vision Transformer

✅ Classification
✅ Detection
✅ Segmentation

From Google and Waymo researchers: The self-/unsupervised revolution is near! Unsupervised optical flow model SMURF improves SOTA by 40% and beats many supervised methods such as PWC-Net and FlowNet2

👉 @computer_science_and_programming

SMURF: Self-Teaching Multi-Frame Unsupervised RAFT with Full-Image Warping

Paper:
https://arxiv.org/pdf/2105.07014.pdf

Video:
https://www.youtube.com/watch?v=W7NCbfZp6QE

Code:
https://github.com/google-research/google-research/tree/master/smurf

👉 @computer_science_and_programming

YOLOX: Exceeding YOLO Series in 2021

Anchor-free version of YOLO series

Won the 1st Place on Streaming
Perception Challenge (Workshop on Autonomous Driving
at CVPR 2021)

A simpler design but better performance! It aims to bridge the gap between research and industrial communities.

Paper:
https://arxiv.org/pdf/2107.08430v1.pdf

Github:
https://github.com/Megvii-BaseDetection/YOLOX

👉@computer_science_and_programming