Evaluation of Image Quality Assessment Metrics for Semantic Segmentation in a Machine-to-Machine Communication Scenario
Image and video compression aims at finding an optimal trade-off between rate and
distortion. This is done through Rate-Distortion Optimization (RDO) in traditional en-coders …
distortion. This is done through Rate-Distortion Optimization (RDO) in traditional en-coders …
Video Coding for Machines: Large-Scale Evaluation of Deep Neural Networks Robustness to Compression Artifacts for Semantic Segmentation
In the Video Coding for Machines (VCM) context where visual content is compressed before
being transmitted to a vision task algorithm, appropriate trade-off between the compression …
being transmitted to a vision task algorithm, appropriate trade-off between the compression …
Advanced fine-tuning procedures to enhance DNN robustness in visual coding for machines
Abstract Video Coding for Machines (VCM) is gaining momentum in applications like
autonomous driving, industry manufacturing, and surveillance, where the robustness of …
autonomous driving, industry manufacturing, and surveillance, where the robustness of …
Perceptual Video Coding for Machines via Satisfied Machine Ratio Modeling
Video Coding for Machines (VCM) aims to compress visual signals for machine analysis.
However, existing methods only consider a few machines, neglecting the majority …
However, existing methods only consider a few machines, neglecting the majority …
Adaptive spatial down-sampling method based on object occupancy distribution for video coding for machines
E An, A Kim, S Jung, S Kwak, JY Lee… - EURASIP Journal on …, 2024 - Springer
As the performance of machine vision continues to improve, it is being used in various
industrial fields to analyze and generate massive amounts of video data. Although the …
industrial fields to analyze and generate massive amounts of video data. Although the …
On Annotation-free Optimization of Video Coding for Machines
Today, image and video data is not only viewed by humans, but also automatically analyzed
by computer vision algorithms. However, current coding standards are optimized for human …
by computer vision algorithms. However, current coding standards are optimized for human …