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Daniel Ménard

8 accepted papers

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
2024

RD-cost Regression Speed Up Technique for VVC Intra Block Partitioning

ICASSP 2024accepted

The last standard Versatile Video Codec (VVC) aims to improve the compression efficiency by saving around 50% of bitrate at the same quality compared to its predecessor High Efficiency Video Codec (HEVC). However, this comes with higher encoding complexity mainly due to a much larger number of block…

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
2019

Accuracy Evaluation Based on Simulation for Finite Precision Systems Using Inferential Statistics

ICASSP 2019accepted

The conversion of an algorithm to fixed-point arithmetic is commonly achieved with a large and fixed-number of simulations. Nevertheless, when simulating a fixed and arbitrary large number of samples, no confidence information is given on the characterization, and this method is often time-inefficie…

Cited by 0SourceScholar
2019

Convex Energy Optimization of Streaming Applications for MPSoCs

ICASSP 2019accepted

The energy efficiency of modern MPSoCs is enhanced by complex hardware features such as Dynamic Voltage and Frequency Scaling (DVFS) and Dynamic Power Management (DPM). This paper introduces a new method, based on convex problem solving, that determines the most energy efficient operating point in t…

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
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