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VirTex: Learning Visual Representations from Textual Annotations
We train CNN+Transformer from scratch from COCO, transfer the CNN to 6 downstream vision tasks, and exceed ImageNet features despite using 10x fewer ...
convolutional-neural-networks transformers coco visual-representations
STEFANN: Scene Text Editor using Font Adaptive Neural Network
A generalized method for realistic modification of textual content present in a scene image. ⭐️ Accepted in CVPR 2020.
scene-image scene-text-editor font-adaptive font-generation
Image GPT: Generative Pretraining from Pixels
Transformers trained on pixel sequences can generate coherent image completions and samples.
transformers openai computer-vision image-completion
Jukebox: A Generative Model for Music
We’re introducing Jukebox, a neural net that generates music, including rudimentary singing, as raw audio in a variety of genres and artist styles.
music-generation transformers convolutional-neural-networks jukebox
SpineNet: A Novel Architecture for Object Detection
A meta architecture called a scale-permuted model that enables two major improvements on backbone architecture design,iscovered with neural architecture ...
object-detection neural-architecture-search spinenet cvpr-2020
Fast Online Object Tracking and Segmentation: A Unifying Approach
We illustrate how to perform both realtime object tracking and semi-supervised video object segmentation using a fully-convolutional Siamese approach.
object-tracking siamese-networks convolutional-neural-networks computer-vision
GP-GAN: Towards Realistic High-Resolution Image Blending
Blending composite images using a generative model and a Gaussian-Poisson equation with a Laplacian Pyramid
generative-adversarial-networks convolutional-neural-networks deep-learning laplacian-pyramid
Antialiased CNNs
Making Convolutional Networks Shift-Invariant Again.
convolutional-neural-networks shift-invariant paper video
PyTorch implementation of deep convolutional GANs
This is a concise implementation of deep convolutional generative adversarial neural networks using PyTorch library
unsupervised-learning generative-adversarial-networks pytorch convolutional-neural-networks
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