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V DURGA's Projects

backscrub icon backscrub

Virtual Video Device for Background Replacement with Deep Semantic Segmentation

color-tracking icon color-tracking

This repo includes C++ Source for Color-based Ball Tracking Project

ffmpeg-libav-tutorial icon ffmpeg-libav-tutorial

FFmpeg libav tutorial - learn how media works from basic to transmuxing, transcoding and more

inference icon inference

Reference implementations of inference benchmarks

models icon models

Models and examples built with TensorFlow

mvmed-tracker icon mvmed-tracker

Multi-Object Tracker for the H.264 and MPEG-4 Compressed Domain.

open_model_zoo icon open_model_zoo

Pre-trained Deep Learning models and samples (high quality and extremely fast)

resnet50-pynq icon resnet50-pynq

Quantized ResNet50 Dataflow Acceleration on Alveo, with PYNQ

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

video-compression-net icon video-compression-net

A new approach to video compression by refining the shortcomings of conventional approach and substituting each traditional component with their neural network counterpart. Our proposed work consists of motion estimation, compression and compensation and residue compression, learned end-to-end to minimize the rate-distortion trade off. The whole model is jointly optimized using a single loss function. Our work is based on a standard method to exploit the spatio-temporal redundancy in video frames to reduce the bit rate along with the minimization of distortions in decoded frames. We implement a neural network version of conventional video compression approach and encode the redundant frames with lower number of bit.

vitis-ai icon vitis-ai

Vitis AI is Xilinx’s development stack for AI inference on Xilinx hardware platforms, including both edge devices and Alveo cards.

xrt icon xrt

Xilinx Run Time for FPGA

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