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
• 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)

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
• Use an OCR network as speech recognition network with/without LM on Youtube videos
  • 14.6% WER on LibriSpeech dev-clean trained 16 epochs in 15 hours
  • train code in tugstugi/mongolian-speech-recognition

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
• Mask RCNN demo from torchvision 0.3.0

Segmentation

• For Mask RCNN, see Object Detection
• Semantic segmentation trained on ADE20K using CSAILVision/semantic-segmentation-pytorch
• DeepLabV3 from torchvision 0.3.0
• 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

Multi Object Tracking

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

Pose Detection

• OpenPose on Youtube videos
• AlphaPose on Youtube videos
• DensePose demo notebook
• HRNet using lxy5513/hrnet on Youtube videos
• Keypoint R-CNN from torchvision 0.3.0

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

Misc

• Slow motion using avinashpaliwal/Super-SloMo on Youtube videos
• Finetune GPT2 ak9250/gpt-2-colab
• Music Source Separation sigsep/open-unmix-pytorch