/VIRTUON

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VIRTUON(Virtual Try On Network)

⇥The objective is to transfer garments across images of people with arbitrary body pose, shape and clothing. Garment transfer is a challenging task that requires (i) disentangling the features of the clothing from the body pose and shape and (ii) realistic synthesis of the garment texture on the new body.

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Resources

Research Papers and Blogs

  1. Transfer clothes between photos using AI. From a single image!
  2. Multi-Garment Net: Learning to Dress 3D People from Images
  3. Morphing architectures for pose-based image generation
  4. Fully Convolutional Graph Neural Networks for Parametric Virtual Try-On
  5. SwapNet: Image Based Garment Transfer
  6. Pose Guided Fashion Image Synthesis Using Deep Generative Model
  7. Semi-supervised Learning explained
  8. Weakly Supervised Learning: Introduction and Best Practices
  9. Neural Body Fitting: Unifying Deep Learning and Model Based Human Pose and Shape Estimation
  10. Humans Image Segmentation with Unet using Tensorflow Keras
  11. Image Segmentation using UNET Tensorflow
  12. Understanding Semantic Segmentation with UNET
  13. Image segmentation
  14. ModaNet: A Large-scale Street Fashion Dataset with Polygon Annotations
  15. Difference between AlexNet, VGGNet, ResNet, and Inception
  16. Convolutions and Backpropagations
  17. Image Segmentation Guide
  18. Residual Block
  19. Image Segmentation Keras : Implementation of Segnet, FCN, UNet, PSPNet and other models in Keras
  20. RoI pooling in TensorFlow(Per-Trained library)
  21. Implementing RoI Pooling in TensorFlow + Keras

Youtube videos

  1. Transfer clothes between photos using AI. From a single image!
  2. Image Based Virtual Try-On Network From Unpaired Data
  3. Evolution of Object Detection Networks
  4. U-net for image segmentation

Dataset References

  1. Large-scale Fashion (DeepFashion) Database
  2. Fashioninsta Unannotated Dataset
  3. iMaterialist (Fashion) 2019 at FGVC6
  4. Clothing Segmentation
  5. Look Into Person Dataset
  6. CP Viton Dataset

Courses

Demo Video

Facebook post

Dataset

Google Drive link

Project Report