eeplearningexamples_gpunet/)

[

  * HiFi GAN 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
The HiFi GAN model for generating waveforms from mel spectrograms
![](/assets/images/nvidia_logo.png)
](/hub/nvidia_deeplearningexamples_hifigan/)

[

  * Once-for-All 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
Once-for-all (OFA) decouples training and search, and achieves efficient
inference across various edge devices and resource constraints.
![](/assets/images/once_for_all_overview.png)
](/hub/pytorch_vision_once_for_all/)

[

  * Open-Unmix 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
Reference implementation for music source separation
![](/assets/images/sigsep_logo_inria.png) ](/hub/sigsep_open-unmix-
pytorch_umx/)

[

  * Silero Speech-To-Text ... 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
A set of compact enterprise-grade pre-trained STT Models for multiple
languages.  ![](/assets/images/silero_logo.jpg) ](/hub/snakers4_silero-
models_stt/)

[

  * Silero Text-To-Speech ... 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
A set of compact enterprise-grade pre-trained TTS Models for multiple
languages  ![](/assets/images/silero_logo.jpg) ](/hub/snakers4_silero-
models_tts/)

[

  * Silero Voice Activity ... 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
Pre-trained Voice Activity Detector  ![](/assets/images/silero_logo.jpg)
](/hub/snakers4_silero-vad_vad/)

[

  * YOLOv5 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
Ultralytics YOLOv5 🚀 for object detection, instance segmentation and image
classification.  ![](/assets/images/ultralytics_yolov5_img0.jpg)
](/hub/ultralytics_yolov5/)

[

  * Deeplabv3 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
DeepLabV3 models with ResNet-50, ResNet-101 and MobileNet-V3 backbones
![](/assets/images/deeplab2.png) ](/hub/pytorch_vision_deeplabv3_resnet101/)

[

  * Transformer (NMT) 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
Transformer models for English-French and English-German translation.
![](/assets/images/fairseq_logo.png) ](/hub/pytorch_fairseq_translation/)

[

  * ResNext WSL 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
ResNext models trained with billion scale weakly-supervised data.
![](/assets/images/wsl-image.png) ](/hub/facebookresearch_WSL-Images_resnext/)

[

  * DCGAN on FashionGen 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
A simple generative image model for 64x64 images
![](/assets/images/dcgan_fashionGen.jpg) ](/hub/facebookresearch_pytorch-gan-
zoo_dcgan/)

[

  * Progressive Growing of... 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
High-quality image generation of fashion, celebrity faces
![](/assets/images/pganlogo.png) ](/hub/facebookresearch_pytorch-gan-
zoo_pgan/)

[

  * Semi-supervised and se... 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
ResNet and ResNext models introduced in the "Billion scale semi-supervised
learning for image classification" paper  ![](/assets/images/ssl-image.png)
](/hub/facebookresearch_semi-supervised-ImageNet1K-models_resnext/)

[

  * PyTorch-Transformers 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
PyTorch implementations of popular NLP Transformers
![](/assets/images/huggingface-logo.png) ](/hub/huggingface_pytorch-
transformers/)

[

  * U-Net for brain MRI 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
U-Net with batch normalization for biomedical image segmentation with
pretrained weights for abnormality segmentation in brain MRI
![](/assets/images/unet_tcga_cs_4944.png) ](/hub/mateuszbuda_brain-
segmentation-pytorch_unet/)

[

  * EfficientNet 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
EfficientNets are a family of image classification models, which achieve
state-of-the-art accuracy, being an order-of-magnitude smaller and faster....
![](/assets/images/nvidia_logo.png)
](/hub/nvidia_deeplearningexamples_efficientnet/)

[

  * ResNet50 
  *   * ![](/assets/images/logo-github.svg)
  *   * 
ResNe