Active sampling for pairwise comparisons via approximate message passing and information gain maximization

A Mikhailiuk, C Wilmot, M Perez-Ortiz… - 2020 25th …, 2021 - ieeexplore.ieee.org
Pairwise comparison data arise in many domains with subjective assessment experiments,
for example in image and video quality assessment. In these experiments observers are …

Hybrid-MST: A hybrid active sampling strategy for pairwise preference aggregation

J Li, R Mantiuk, J Wang, S Ling… - Advances in neural …, 2018 - proceedings.neurips.cc
In this paper we present a hybrid active sampling strategy for pairwise preference
aggregation, which aims at recovering the underlying rating of the test candidates from …

Towards Global Optimal Visual In-Context Learning Prompt Selection

C Xu, C Liu, Y Wang, Y Yao, Y Fu - arXiv preprint arXiv:2405.15279, 2024 - arxiv.org
Visual In-Context Learning (VICL) is a prevailing way to transfer visual foundation models to
new tasks by leveraging contextual information contained in in-context examples to enhance …

Perceptual annotation of local distortions in videos: tools and datasets

A Pastor, P Le Callet - Proceedings of the 14th Conference on ACM …, 2023 - dl.acm.org
To assess the quality of multimedia content, create datasets, and train objective quality
metrics, one needs to collect subjective opinions from annotators. Different subjective …

Improving maximum likelihood difference scaling method to measure inter content scale

A Pastor, L Krasula, X Zhu, Z Li… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
The goal of most subjective studies is to place a set of stimuli on a perceptual scale. This is
mostly done directly by rating, eg using single or double stimulus methodologies, or …

Laplacians of Cellular Sheaves: Theory and Applications

J Hansen - 2020 - search.proquest.com
Cellular sheaves are a discrete model for the theory of sheaves on cell complexes. They
carry a canonical cochain complex computing their cohomology. This thesis develops the …

Predictive Sampling for Efficient Pairwise Subjective Image Quality Assessment

S Mohammadi, J Ascenso - Proceedings of the 31st ACM International …, 2023 - dl.acm.org
Subjective image quality assessment studies are used in many scenarios, such as the
evaluation of compression, super-resolution, and denoising solutions. Among the available …

Recovering quality scores in noisy pairwise subjective experiments using Negative log-likelihood

A Pastor, L Krasula, X Zhu, Z Li… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
To gather larger datasets to train data-angry deep learning quality assessment models,
crowdsourcing has become essential to recruit participants. These participants are asked …

Strategy for boosting pair comparison and improving quality assessment accuracy

S Ling, J Li, AF Perrin, Z Li, L Krasula… - arXiv preprint arXiv …, 2020 - arxiv.org
The development of rigorous quality assessment model relies on the collection of reliable
subjective data, where the perceived quality of visual multimedia is rated by the human …

Perception of video quality at a local spatio-temporal horizon: Research proposal

A Pastor, PL Callet - Proceedings of the 13th ACM Multimedia Systems …, 2022 - dl.acm.org
This paper contains the research proposal of Andréas Pastor that was presented at the
MMSys 2022 doctoral symposium. Encoding video for streaming on Internet has become a …