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Colab에서 머신러닝 바로 실행하기 - 인터넷에서 예제그림, 동영상, 모델 자동으로 받아서 실행되는것들

Colab logo를 누르고 메뉴에서 run all을 하면 딥러닝 실행 및 결과 확인가능

Object Detection, Segmentation, Multi Object Tracking, GAN

Tensorflow object detection: FasterRCNN+InceptionResNet and ssd+mobilenet
Real-time instance segmentation with YOLACT on Youtube videos
Pedestrian tracking using ZQPei/deep_sort_pytorch (DeepSORT + YOLOv3)
Semantic segmentation trained on ADE20K using CSAILVision/semantic-segmentation-pytorch
Fast tracking and segmentation with SiamMask on Youtube videos
Instance segmentation with CenterMask
AlphaPose on Youtube videos
- v0.2.0:
- v0.3.0:
DensePose demo notebook
BigGAN Large Scale GAN Training for High Fidelity Natural Image Synthesis

TTS

An English female voice (LJSpeech) demo using NVIDIA/tacotron2 and NVIDIA/waveglow
An English female voice (LJSpeech) demo using Rayhane-mamah/Tacotron-2 and r9y9/wavenet_vocoder
A Mongolian male voice demo using Rayhane-mamah/Tacotron-2 with the Griffin-Lim algorithm
An English female voice (LJSpeech) demo using tugstugi/pytorch-dc-tts with the Griffin-Lim algorithm
An English female voice (LJSpeech) demo using fatchord/WaveRNN (Tacotron + WaveRNN)
An English female voice (LJSpeech) demo using mozilla/TTS (Tacotron + WaveRNN)
NVIDIA/mellotron notebook
Voice clone demo using CorentinJ/Real-Time-Voice-Cloning
Official ESPnet English/Chinese/Japanese TTS notebook

Speech Recognition

Object Detection

Cascade RCNN demo using open-mmlab/mmdetection
YOLO demo using ayooshkathuria/pytorch-yolo-v3
Object detection on Youtube videos using amdegroot/ssd.pytorch (SSD300)
Mask RCNN demo using matterport/Mask_RCNN
Mask RCNN demo using Detectron
Official Mask RCNN demo from Detectron2
Mask RCNN demo from torchvision
CenterNet (Objects as Points) demo using xingyizhou/CenterNet
CenterNet (Objects as Points) 3D car detection demo using xingyizhou/CenterNet
- works only on a Kitti image because of camera parameters

Segmentation

Pose Detection

Scene Text Detection

GAN

DeOldify: A Deep Learning based project for colorizing and restoring old images
- deoldify an image
- deoldify a video

Misc

Name		Name	Last commit message	Last commit date
Latest commit History 7 Commits
AlphaPose.mp4		AlphaPose.mp4
AlphaPoseV0_3_0.ipynb		AlphaPoseV0_3_0.ipynb
BigGAN_TF_Hub_Demo.ipynb		BigGAN_TF_Hub_Demo.ipynb
CSAILVision_SemanticSegmentation.ipynb		CSAILVision_SemanticSegmentation.ipynb
CenterMask.ipynb		CenterMask.ipynb
DensePose.ipynb		DensePose.ipynb
README.md		README.md
SiamMask.ipynb		SiamMask.ipynb
YOLACT.ipynb		YOLACT.ipynb
YOLACT.py		YOLACT.py
alphaposev0_3_0.py		alphaposev0_3_0.py
biggan_tf_hub_demo.py		biggan_tf_hub_demo.py
centermask.py		centermask.py
csailvision_semanticsegmentation.py		csailvision_semanticsegmentation.py
deepsort_yolov3.ipynb		deepsort_yolov3.ipynb
deepsort_yolov3.py		deepsort_yolov3.py
densepose.py		densepose.py
object_detection.ipynb		object_detection.ipynb
object_detection.py		object_detection.py
siammask.py		siammask.py