Deep Learning Revision

By Jean de Dieu Nyandwi

Trends, ideas, and the latest news in deep learning and computer vision.

Trends, ideas, and the latest news in deep learning and computer vision.

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#5・

Deep Learning Revision - Issue #5

UViM - A Unified Modeling Approach for Vision with Learned Guiding CodesUViM presents a single unified framework for handling different computer vision tasks such as panoptic segmentation(a task of labeling every pixel with a semantic label and segmenting/del…

 
#4・

Deep Learning Revision - Issue #4

Imagen - Photorealistic Text-to-Image Diffusion Models with Deep Language UnderstandingImagen is a new and state-of-the-art text-to-image model that has extreme photorealism and language understanding. Imagen can generate images of super-high resolution from …

 
#3・

Flamingo: A Visual Language Model for Few-Shot Learning - Issue #3

Something that is common and (norm) in the deep learning community is transfer learning and fine-tuning where rather than training a vision or language model from scratch, you adapt a pre-trained model to the new task instead. But there is a challenge with fi…

 
#2・

Neural Networks Should be Able to Read Objects in an Image - Issue #2

Modern R-CNN object detectors typically have two-stage networks that compute the object locations and object information(object class and bounding box) respectively. Let’s take the example of Faster R-CNN. Its first stage is the Regional Proposal Network(RPN)…

 
#1・

A Revised History of Deep Learning - Issue #1

In 1958, Frank Rosenblatt invented a perceptron, a very the simple machine that would later be the core and origin of today's intelligent machines.Perceptron was a very simple binary classifier that can determine whether or not a given input image belong to a…