{"id":13583937,"url":"https://github.com/tugstugi/dl-colab-notebooks","last_synced_at":"2025-04-08T09:08:34.583Z","repository":{"id":43924544,"uuid":"175288298","full_name":"tugstugi/dl-colab-notebooks","owner":"tugstugi","description":"Try out  deep learning models online on Google Colab","archived":false,"fork":false,"pushed_at":"2022-03-10T11:03:40.000Z","size":68913,"stargazers_count":1743,"open_issues_count":15,"forks_count":459,"subscribers_count":63,"default_branch":"master","last_synced_at":"2025-04-01T07:51:34.261Z","etag":null,"topics":["cnn","colab-notebook","deep-learning","deep-neural-networks","google-colab","google-colaboratory","jupyter-notebook","jupyter-notebooks","pytorch","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Jupyter 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Notebook","funding_links":[],"categories":["Jupyter Notebook","Course and Tutorial"],"sub_categories":[],"readme":"Try out deep learning models online on Colab with a single click.\n\n## TTS\n* An English female voice ([LJSpeech](https://keithito.com/LJ-Speech-Dataset/)) demo using [NVIDIA/tacotron2](https://github.com/NVIDIA/tacotron2) and [NVIDIA/waveglow](https://github.com/NVIDIA/waveglow) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/NVidia_Tacotron2_Waveglow.ipynb)\n* LibriTTS trained multi speaker TTS demo using [NVIDIA/flowtron](https://github.com/NVIDIA/flowtron)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/NVidia_Flowtron_Waveglow.ipynb)\n* An English female voice ([LJSpeech](https://keithito.com/LJ-Speech-Dataset/)) demo using [Rayhane-mamah/Tacotron-2](https://github.com/Rayhane-mamah/Tacotron-2) and [r9y9/wavenet_vocoder](https://github.com/r9y9/wavenet_vocoder)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/r9y9/Colaboratory/blob/master/Tacotron2_and_WaveNet_text_to_speech_demo.ipynb)\n* A Mongolian male voice demo using [Rayhane-mamah/Tacotron-2](https://github.com/Rayhane-mamah/Tacotron-2) with the Griffin-Lim algorithm\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/mongolian-nlp/blob/master/misc/Tacotron_MongolianTTS.ipynb)  \n* An English female voice ([LJSpeech](https://keithito.com/LJ-Speech-Dataset/)) demo using [tugstugi/pytorch-dc-tts](https://github.com/tugstugi/pytorch-dc-tts) with the Griffin-Lim algorithm\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/pytorch-dc-tts/blob/master/notebooks/EnglishTTS.ipynb)\n* An English female voice ([LJSpeech](https://keithito.com/LJ-Speech-Dataset/)) demo using [fatchord/WaveRNN](https://github.com/fatchord/WaveRNN) (Tacotron + WaveRNN)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/fatchordWaveRNN.ipynb)\n* An English female voice ([LJSpeech](https://keithito.com/LJ-Speech-Dataset/)) demo using [mozilla/TTS](https://github.com/mozilla/TTS) (Tacotron + WaveRNN)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/Mozilla_TTS_WaveRNN.ipynb)\n* [NVIDIA/mellotron](https://github.com/NVIDIA/mellotron) notebook\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/yhgon/mellotron/blob/master/inference_colab.ipynb)\n* Voice clone demo using [CorentinJ/Real-Time-Voice-Cloning](https://github.com/CorentinJ/Real-Time-Voice-Cloning)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/RealTimeVoiceCloning.ipynb)\n* Official [ESPnet](https://github.com/espnet/espnet) English/Chinese/Japanese TTS notebook [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/espnet/notebook/blob/master/tts_realtime_demo.ipynb)\n* Official [ForwardTacotron](https://github.com/as-ideas/ForwardTacotron) LJSpeech TTS notebook [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/as-ideas/ForwardTacotron/blob/master/notebooks/synthesize.ipynb)\n\n\n## Speech Recognition\n* [mozilla/DeepSpeech](https://github.com/mozilla/DeepSpeech) with LM on Youtube videos\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/MozillaDeepSpeech.ipynb)\n* Wav2Letter+ from [NVIDIA/OpenSeq2Seq](https://github.com/NVIDIA/OpenSeq2Seq.git) without LM on Youtube videos\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/NVidiaWav2LetterPlus.ipynb)\n* Jasper from [NVIDIA/OpenSeq2Seq](https://github.com/NVIDIA/OpenSeq2Seq.git) without LM on Youtube videos [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/NVidiaJasper.ipynb)\n* QuartzNet from [NVIDIA/Nemo](https://github.com/NVIDIA/NeMo.git) without LM on Youtube videos [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/NVidiaQuartzNet.ipynb)\n* QuartzNet from [NVIDIA/Nemo](https://github.com/NVIDIA/NeMo.git) without LM with microphone [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/NVidiaQuartzNetMic.ipynb)\n* CitriNet from [NVIDIA/Nemo](https://github.com/NVIDIA/NeMo.git) without LM with microphone [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/NVidiaCitriNetMic.ipynb)\n* Official [ESPnet](https://github.com/espnet/espnet) Spanish-\u003eEnglish speech translation notebook [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/espnet/notebook/blob/master/st_demo.ipynb)\n* English/German/Spain Silero speech recognition with [snakers4/silero-models](https://github.com/snakers4/silero-models) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/snakers4/silero-models/blob/master/examples.ipynb)\n\n\n## Object Detection\n* Tensorflow object detection: FasterRCNN+InceptionResNet and ssd+mobilenet\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/object_detection.ipynb)\n* Cascade RCNN demo using [open-mmlab/mmdetection](https://github.com/open-mmlab/mmdetection)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/Open_MMLab_Detection_Toolbox_Cascade_RCNN.ipynb)\n* YOLO demo using [ayooshkathuria/pytorch-yolo-v3](https://github.com/ayooshkathuria/pytorch-yolo-v3)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/YOLOv3_PyTorch.ipynb)\n* Object detection on Youtube videos using [amdegroot/ssd.pytorch](https://github.com/amdegroot/ssd.pytorch) (SSD300)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/SSD_Pytorch_Video.ipynb)  \n* Mask RCNN demo using [matterport/Mask_RCNN](https://github.com/matterport/Mask_RCNN)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/Matterport_Mask_RCNN.ipynb)\n* Mask RCNN demo using [Detectron](https://github.com/facebookresearch/Detectron)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/Detectron_MaskRCNN.ipynb)\n* Official Mask RCNN demo from [Detectron2](https://github.com/facebookresearch/detectron2)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/16jcaJoc6bCFAQ96jDe2HwtXj7BMD_-m5)\n* Mask RCNN demo from [torchvision](https://pytorch.org/docs/stable/torchvision/index.html)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/TorchvisionMaskRCNN.ipynb)\n* CenterNet (Objects as Points) demo using [xingyizhou/CenterNet](https://github.com/xingyizhou/CenterNet)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/CenterNet_ObjectsAsPoints.ipynb)\n* CenterNet (Objects as Points) 3D car detection demo using [xingyizhou/CenterNet](https://github.com/xingyizhou/CenterNet) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/CenterNet_ObjectsAsPoints_3D.ipynb)\n  * works only on a Kitti image because of camera parameters\n* Official DE⫶TR demo notebook [facebookresearch/detr](https://github.com/facebookresearch/detr)\n  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/facebookresearch/detr/blob/colab/notebooks/detr_demo.ipynb)\n* Official Google [EfficientDet](https://arxiv.org/abs/1911.09070) notebook\n  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google/automl/blob/master/efficientdet/tutorial.ipynb)\n\n## Segmentation\n* For Mask RCNN, see [Object Detection](https://github.com/tugstugi/dl-colab-notebooks#object-detection)\n* Semantic segmentation trained on [ADE20K](http://groups.csail.mit.edu/vision/datasets/ADE20K/) using [CSAILVision/semantic-segmentation-pytorch](https://github.com/CSAILVision/semantic-segmentation-pytorch)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/CSAILVision_SemanticSegmentation.ipynb)\n* [DeepLabV3](https://arxiv.org/abs/1706.05587) from [torchvision](https://pytorch.org/docs/stable/torchvision/index.html)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/TorchvisionDeepLabV3.ipynb)\n* Fast tracking and segmentation with [SiamMask](https://github.com/foolwood/SiamMask) on Youtube videos\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/SiamMask.ipynb)\n* Real-time semantic segmentation with [LightNet++](https://github.com/ansleliu/LightNetPlusPlus) on Youtube videos\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/LightNetPlusPlus.ipynb)\n* Real-time instance segmentation with [YOLACT](https://github.com/dbolya/yolact) on Youtube videos\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/YOLACT.ipynb)\n* Instance segmentation with [CenterMask](https://github.com/youngwanLEE/CenterMask/)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/CenterMask.ipynb)\n\n\n## Multi Object Tracking\n* Pedestrian tracking using [ZQPei/deep_sort_pytorch](https://github.com/ZQPei/deep_sort_pytorch) (DeepSORT + YOLOv3)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/DeepSORT_YOLOv3.ipynb)  \n\n\n## Pose Detection\n* [OpenPose](https://github.com/CMU-Perceptual-Computing-Lab/openpose) on Youtube videos\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/OpenPose.ipynb)\n* [AlphaPose](https://github.com/MVIG-SJTU/AlphaPose) on Youtube videos\n  * v0.2.0: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/AlphaPose.ipynb)\n  * v0.3.0: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/AlphaPoseV0_3_0.ipynb)\n* [DensePose](https://github.com/facebookresearch/DensePose) demo notebook\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/DensePose.ipynb)\n* HRNet using [lxy5513/hrnet](https://github.com/lxy5513/hrnet) on Youtube videos\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/HRNet_lxy5513.ipynb)\n* Keypoint R-CNN from [torchvision](https://pytorch.org/docs/stable/torchvision/index.html)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/TorchvisionPersonKeypoint.ipynb)\n\n\n## Scene Text Detection\n* [PixelLink](https://github.com/ZJULearning/pixel_link) demo notebook\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/PixelLink.ipynb)\n* Scene text detection using [argman/EAST](https://github.com/argman/EAST)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/EAST.ipynb)\n* Scene text detection using [CRAFT-pytorch](https://github.com/clovaai/CRAFT-pytorch)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/CRAFT.ipynb)\n\n\n## GAN\n* BigGAN [Large Scale GAN Training for High Fidelity Natural Image Synthesis](https://arxiv.org/abs/1809.11096)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/biggan_generation_with_tf_hub.ipynb)  \n* [DeOldify](https://github.com/jantic/DeOldify): A Deep Learning based project for colorizing and restoring old images\n  * deoldify an image [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/jantic/DeOldify/blob/master/ImageColorizerColab.ipynb)\n  * deoldify a video [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/jantic/DeOldify/blob/master/VideoColorizerColab.ipynb)\n* Generates a talking face video from an image and an audio using [Rudrabha/LipGAN](https://github.com/Rudrabha/LipGAN)\n  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/LipGAN.ipynb)\n* PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ctawong/PULSE_from_image_url/blob/master/PULSE_URL.ipynb)\n\n\n## Misc\n* Slow motion using [avinashpaliwal/Super-SloMo](https://github.com/avinashpaliwal/Super-SloMo) on Youtube videos\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/SuperSloMo.ipynb)\n* Finetune GPT2 [ak9250/gpt-2-colab](https://github.com/ak9250/gpt-2-colab/) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ak9250/gpt-2-colab/blob/master/GPT_2.ipynb)\n* Music Source Separation [sigsep/open-unmix-pytorch](https://github.com/sigsep/open-unmix-pytorch) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1mijF0zGWxN-KaxTnd0q6hayAlrID5fEQ)\n* Image Super Resolution [idealo/image-super-resolution](https://github.com/idealo/image-super-resolution) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tugstugi/dl-colab-notebooks/blob/master/notebooks/ISR_Prediction_Tutorial.ipynb)\n* First Order Motion Model for Image Animation [AliaksandrSiarohin/first-order-model](https://github.com/AliaksandrSiarohin/first-order-model) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/AliaksandrSiarohin/first-order-model/blob/master/demo.ipynb)\n* Official notebook of 3D Photography using Context-aware Layered Depth Inpainting [vt-vl-lab/3d-photo-inpainting](https://github.com/vt-vl-lab/3d-photo-inpainting) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1706ToQrkIZshRSJSHvZ1RuCiM__YX3Bz)\n* [Image-GPT](https://github.com/openai/image-gpt) notebook  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/apeguero1/image-gpt/blob/master/Image_GPT_Sample_with_Conditioning.ipynb)\n* Background Matting: The World is Your Green Screen [senguptaumd/Background-Matting](https://github.com/senguptaumd/Background-Matting) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/gist/andreyryabtsev/243aa3eefa6e06891dda7b1583d1d08f/backmatting.ipynb)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftugstugi%2Fdl-colab-notebooks","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftugstugi%2Fdl-colab-notebooks","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftugstugi%2Fdl-colab-notebooks/lists"}