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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
The Transformer … “Explained”?
An intuitive explanation of the Transformer by motivating it through the lens of CNNs, RNNs, etc.
transformers natural-language-processing article convolutional-neural-networks
PicTranslate: Seamless live Image Text translator
Given an image with text on it, this app can give you a new image with text modified into a different language.
optical-character-recognition convolutional-neural-networks aws translation
Introduction to Neural Network Models of Cognition - Online Book
On-line interactive book introducing the history, theory, and math of Neural Network Models with Python, from a Cog Science perspective.
neural-networks convolutional-neural-networks recurrent-neural-networks deep-learning
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
Deep Learning for Object Detection: A Comprehensive Review
A closer look at Tensorflow’s object detection models: Faster R-CNN, R-FCN, and SSD.
object-detection convolutional-neural-networks rcnn computer-vision
Object Detection for Dummies
We will go through several basic concepts, algorithms, and popular deep learning models for image processing and object detection.
object-detection image-processing convolutional-neural-networks yolo
Image Similarity Search in PyTorch
Simple Convolutional Auto-encoder based image similarity search to find similar images to given image or features. Fully written in PyTorch.
image-similarity-search pytorch autoencoders computer-vision
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