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Wassim Hamidouche

14 accepted papers

2025

Energy Backdoor Attack to Deep Neural Networks

ICASSP 2025accepted

The rise of deep learning (DL) has increased computing complexity and energy use, prompting the adoption of application specific integrated circuits (ASICs) for energy-efficient edge and mobile deployment. However, recent studies have demonstrated the vulnerability of these accelerators to energy at…

Cited by 0SourceScholar
2024

Dicetrack: Lightweight Dice Classification on Resource-Constrained Platforms with Optimized Deep Learning Models

ICASSP 2024accepted

This paper introduces DiceTrack, an innovative Deep Learning (DL) platform for detecting dice in board games. Deploying robust models on microcontrollers (MCUs) presents challenges due to memory and computational constraints. We focus on optimizing MobileNet for seamless ESP32 deployment and propose…

Cited by 0SourceScholar
2020

Binary Probability Model for Learning Based Image Compression

ICASSP 2020accepted

In this paper, we propose to enhance learned image compression systems with a richer probability model for the latent variables. Previous works model the latents with a Gaussian or a Laplace distribution. Inspired by binary arithmetic coding, we propose to signal the latents with three binary values…

Cited by 0SourceScholar
2020

Lightweight Hardware Implementation of VVC Transform Block for ASIC Decoder

ICASSP 2020accepted

Versatile Video Coding (VVC) is the next generation video coding standard expected by the end of 2020. Compared to its predecessor, VVC introduces new coding tools to make compression more efficient at the expense of higher computational complexity. This rises a need to design an efficient and optim…

Cited by 0SourceScholar
2020

Versatile Video Coding and Super-Resolution for Efficient Delivery of 8k Video with 4k Backward-Compatibility

ICASSP 2020accepted

In this paper, we propose, through an objective study, to compare and evaluate the performance of different coding approaches allowing the delivery of an 8K video signal with 4K backward-compatibility on broadcast networks. Presented approaches include simulcast of 8K and 4K single-layer signals enc…

Cited by 0SourceScholar
2019

Random Forest Oriented Fast QTBT Frame Partitioning

ICASSP 2019accepted

Block partition structure is a critical module in video coding scheme to achieve significant gap of compression performance. Under the exploration of future video coding standard by the Joint Video Exploration Team (JVET), named Versatile Video Coding (VVC), a new Quad Tree Binary Tree (QTBT) block…

Cited by 0SourceScholar
2018

Low Complexity Joint RDO of Prediction Units Couples for HEVC Intra Coding

ICASSP 2018accepted

HEVC is the latest block-based video compression standard, outperforming H.264/AVC by 50% bitrate savings for the same perceptual quality. An HEVC encoder provides Rate-Distortion optimization coding tools for block-wise compression. Because of complexity limitations, Rate-Distortion Optimization (R…

Cited by 0SourceScholar
2017

A new perceptual assessment methodology for selective HEVC video encryption

ICASSP 2017accepted

Video data security is one of the most research topic in the recent years. It is widely used in the multimedia applications such as video-conferencing, Video on Demand and Pay-TV services. Although many video encryption methods and objective measurements have been employed, few real time schemes and…

Cited by 0SourceScholar
2017

Constrain the Docile CTUs: An In-Frame complexity allocator for HEVC Intra encoders

ICASSP 2017accepted

High Efficiency Video Coding (HEVC) is one of the latest released video standards and offers up to 40% bitrate savings when compared to the widespread H.264/AVC standard, at the cost of a substantial complexity growth. Constraining the complexity of HEVC encoding is a challenging task for embedded a…

Cited by 0SourceScholar
2017

Energy reduction opportunities in an HEVC real-time encoder

ICASSP 2017accepted

High Efficiency Video Coding (HEVC) is one of the latest released video standards and offers up to 40% bitrate savings when compared to the widespread H.264/AVC standard, at the cost of a substantial complexity growth. Constraining the complexity of HEVC encoding is a challenging task for embedded a…

Cited by 0SourceScholar
2017

Inter-block dependencies consideration for intra coding in H.264/AVC and HEVC standards

ICASSP 2017accepted

Recent MPEG video compression standards are still block-based: blocks of pixels are sequentially coded using spatial or temporal prediction schemes. For each block, a vector of coding parameters has to be selected. In order to limit the complexity of this decision, independence between blocks is ass…

Cited by 0SourceScholar
2017

Real-time and parallel SHVC hybrid codec AVC to HEVC decoder

ICASSP 2017accepted

Scalable High efficiency Video Coding (SHVC) is the scalable extension of the latest video coding standard High Efficiency Video Coding (HEVC). One of the key novelties introduced by SHVC is that it enables hybrid codec scalability. This basically means that the video layers can be encoded with diff…

Cited by 0SourceScholar
2016

Adaptive rate control algorithm for SHVC: Application to HD/UHD

ICASSP 2016accepted

Scalable video coding consists in compressing the video sequence into a layered bitstream where each layer refers to different spatial, temporal or quality representation of the video. Scalability enables compression gain compared to the simulcast encoding of layers thanks to inter-layer predictions…

Cited by 0SourceScholar
2015

Selective video encryption using chaotic system in the SHVC extension

ICASSP 2015accepted

In this paper we investigate a selective video encryption in the scalable HEVC extension (SHVC). The SHVC extension encodes the video in several layers corresponding to different spatial and quality representations of the video. We propose a selective encryption solution using a chaotic-based encryp…

Cited by 0SourceScholar