dl-colab-notebooks

Try out deep learning models online on Colab with a single click.

TTS

• An English female voice (LJSpeech) demo using NVIDIA/tacotron2 and NVIDIA/waveglow


• LibriTTS trained multi speaker TTS demo using NVIDIA/flowtron


• 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


• Official ForwardTacotron LJSpeech TTS notebook

Speech Recognition

• mozilla/DeepSpeech with LM on Youtube videos


• Wav2Letter+ from NVIDIA/OpenSeq2Seq without LM on Youtube videos


• Jasper from NVIDIA/OpenSeq2Seq without LM on Youtube videos


• QuartzNet from NVIDIA/Nemo without LM on Youtube videos


• QuartzNet from NVIDIA/Nemo without LM with microphone


• Official ESPnet Spanish->English speech translation notebook


• English/German/Spain speech recognition with snakers4/silero-models

Object Detection

• Tensorflow object detection: FasterRCNN+InceptionResNet and ssd+mobilenet


• 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
  
  


• Official DE⫶TR demo notebook facebookresearch/detr


• Official Google EfficientDet notebook

Segmentation

• For Mask RCNN, see Object Detection


• Semantic segmentation trained on ADE20K using CSAILVision/semantic-segmentation-pytorch


• DeepLabV3 from torchvision


• Fast tracking and segmentation with SiamMask on Youtube videos


• Real-time semantic segmentation with LightNet++ on Youtube videos


• Real-time instance segmentation with YOLACT on Youtube videos


• Instance segmentation with CenterMask

Multi Object Tracking

• Pedestrian tracking using ZQPei/deep_sort_pytorch (DeepSORT + YOLOv3)

Pose Detection

• OpenPose on Youtube videos


• AlphaPose on Youtube videos
  
  
  
  • v0.2.0:
  
  
  • v0.3.0:
  
  


• DensePose demo notebook


• HRNet using lxy5513/hrnet on Youtube videos


• Keypoint R-CNN from torchvision

Scene Text Detection

• PixelLink demo notebook


• Scene text detection using argman/EAST


• Scene text detection using CRAFT-pytorch

GAN

• BigGAN Large Scale GAN Training for High Fidelity Natural Image Synthesis


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


• Generates a talking face video from an image and an audio using Rudrabha/LipGAN


• PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models

Misc

• Slow motion using avinashpaliwal/Super-SloMo on Youtube videos


• Finetune GPT2 ak9250/gpt-2-colab


• Music Source Separation sigsep/open-unmix-pytorch


• Image Super Resolution idealo/image-super-resolution


• First Order Motion Model for Image Animation AliaksandrSiarohin/first-order-model


• Official notebook of 3D Photography using Context-aware Layered Depth Inpainting vt-vl-lab/3d-photo-inpainting


• Image-GPT notebook


• Background Matting: The World is Your Green Screen senguptaumd/Background-Matting