Transferable Interactiveness Networks (TIN) for Human-Object Interaction (HOI) Detection

Create Character Animation with small amount of data by using Generative Adversarial Network (GAN)

Github:

https://github.com/tohinz/CharacterGAN

Paper:

https://arxiv.org/pdf/2102.03141.pdf

You can use also interactive GUI to easily repose a given character based on keypoints.

End-to-end speech recognition toolkit (based on Pytorch)
What's make it different from other ASR toolkits:
* Production first and production ready
* Unified solution for streaming and non-streaming ASR
* Portable runtime
* Light weight

"Unbiased Teacher for Semi-Supervised Object Detection" from Facebook researchers

Detectron2 is a ground-up rewrite of Detectron that started with maskrcnn-benchmark.
The platform is now implemented in PyTorch.

CVPR 2021 paper

Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion (MiVOS)

YolactEdge Real time Instance Segmentation on the Edge
https://www.youtube.com/watch?v=pMDwXkIerw8

Github:

https://github.com/ai-coodinator/yolact_edge

YolactEdge, competitive instance segmentation approach that runs on small edge devices at real-time speeds. Specifically, YolactEdge runs at up to 30.8 FPS on a Jetson AGX Xavier (and 172.7 FPS on an RTX 2080 Ti) with a ResNet-101 backbone on 550x550 resolution images.

Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers

End-to-end pipeline for Spoken Language Understanding (SLU)

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