tugstugi / 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

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