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Technical overview of Image Synthesis : Stable Diffusion

Tex  to Image models like DALL-E, Imagen, and Stable Diffusion have attracted a lot of attention to Image Synthesis models,…

Ankit Sachan

MOTR: End-to-End Multi-Object Tracking with Transformers

MOTR is a state of the art end-to-end multiple object tracker that does not require any temporal association between objects…

Ankit Sachan

GhostNetV2: Enhance Cheap Operation with Long-Range Attention

GhostNetV2 is a recent SOTA architecture that allows an implementation of Long-Range attention in the deep CNN frameworks used in…

Ankit Sachan

Understanding CLIP by OpenAI

CLIP By OPEN-AI Introduction Nearly all state-of-the-art visual perception algorithms rely on the same formula:  (1) pretrain a convolutional network…

Ankit Sachan

Using Active Learning to Improve your Machine Learning Models

Machine Learning Reality Check In the Machine Learning World or broadly in the AI Universe, the colonists such as Data…

Ankit Sachan

Understanding and improving Image to Image Translation Pix2PixHD

Introduction Photo-realistic image rendering using standard graphics techniques requires realistic simulation of geometry and light. The algorithms which we use…

Ankit Sachan

Understanding StyleGAN for Image Generation using Deep Learning

Introduction Images produced by generative methods have been improving lately. Most of the recent generative algorithms have made use of…

Ankit Sachan

State-Of-The-Art Text to Image Generation using DALL-E

DALL-E - Creating images from text Code - openai/DALL-E: PyTorch package for the discrete VAE used for DALL·E. Paper -…

Ankit Sachan

Training Image Classification 8x Faster With NFNet

Introduction: Anyone who has deployed a neural network on production knows that deploying a network is easy but making sure…

Ankit Sachan

Training Object Detectors using TensorFlow Object Detection API

Machine learning algorithms are everywhere around you. The recommendations you receive on youtube, estimation of commute time, face detection in…

Ankit Sachan