A bio-inspired image coder with temporal scalability

04/08/2011
by   Khaled Masmoudi, et al.
0

We present a novel bio-inspired and dynamic coding scheme for static images. Our coder aims at reproducing the main steps of the visual stimulus processing in the mammalian retina taking into account its time behavior. The main novelty of this work is to show how to exploit the time behavior of the retina cells to ensure, in a simple way, scalability and bit allocation. To do so, our main source of inspiration will be the biologically plausible retina model called Virtual Retina. Following a similar structure, our model has two stages. The first stage is an image transform which is performed by the outer layers in the retina. Here it is modelled by filtering the image with a bank of difference of Gaussians with time-delays. The second stage is a time-dependent analog-to-digital conversion which is performed by the inner layers in the retina. Thanks to its conception, our coder enables scalability and bit allocation across time. Also, our decoded images do not show annoying artefacts such as ringing and block effects. As a whole, this article shows how to capture the main properties of a biological system, here the retina, in order to design a new efficient coder.

READ FULL TEXT

page 5

page 11

research
02/10/2012

Streaming an image through the eye: The retina seen as a dithered scalable image coder

We propose the design of an original scalable image coder/decoder that i...
research
12/20/2013

Efficient Visual Coding: From Retina To V2

The human visual system has a hierarchical structure consisting of layer...
research
06/23/2018

A Modulo-Based Architecture for Analog-to-Digital Conversion

Systems that capture and process analog signals must first acquire them ...
research
11/28/2019

Neural Network-Inspired Analog-to-Digital Conversion to Achieve Super-Resolution with Low-Precision RRAM Devices

Recent works propose neural network- (NN-) inspired analog-to-digital co...
research
04/23/2018

Single-User mmWave Massive MIMO: SVD-based ADC Bit Allocation and Combiner Design

In this paper, we propose a Singular-Value-Decomposition-based variable-...
research
08/01/2022

A 23 μW Keyword Spotting IC with Ring-Oscillator-Based Time-Domain Feature Extraction

This article presents the first keyword spotting (KWS) IC which uses a r...
research
07/13/2021

Developmental Stage Classification of Embryos Using Two-Stream Neural Network with Linear-Chain Conditional Random Field

The developmental process of embryos follows a monotonic order. An embry...

Please sign up or login with your details

Forgot password? Click here to reset