Self-Supervised Regression for Query Performance Prediction on Image Retrieval

LP Valem, VH Pereira-Ferrero… - 2023 IEEE Sixth …, 2023 - ieeexplore.ieee.org
Content-Based Image Retrieval (CBIR) systems are currently a widely used solution for
image retrieval tasks with various applications. Despite the advances achieved, one of the …

iqpp: A benchmark for image query performance prediction

E Poesina, RT Ionescu, J Mothe - … of the 46th International ACM SIGIR …, 2023 - dl.acm.org
To date, query performance prediction (QPP) in the context of content-based image retrieval
remains a largely unexplored task, especially in the query-by-example scenario, where the …

Forward and backward feature selection for query performance prediction

S Déjean, RT Ionescu, J Mothe, MZ Ullah - Proceedings of the 35th …, 2020 - dl.acm.org
The goal of query performance prediction (QPP) is to automatically estimate the
effectiveness of a search result for any given query, without relevance judgements. Post …

A'Pointwise-Query, Listwise-Document'based Query Performance Prediction Approach

S Datta, S MacAvaney, D Ganguly… - Proceedings of the 45th …, 2022 - dl.acm.org
The task of Query Performance Prediction (QPP) in Information Retrieval (IR) involves
predicting the relative effectiveness of a search system for a given input query. Supervised …

Exploration of image search results quality assessment

X Tian, Y Lu, N Stender, L Yang… - IEEE Transactions on Big …, 2015 - ieeexplore.ieee.org
Image retrieval plays an increasingly important role in our daily lives. There are many factors
which affect the quality of image search results, including chosen search algorithms, ranking …

Assessing image retrieval quality at the first glance

S Sun, W Zhou, Q Tian, M Yang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Image retrieval has achieved remarkable improvements with the rapid progress on visual
representation and indexing techniques. Given a query image, search engines are expected …

Query difficulty estimation for image retrieval

Y Li, B Geng, L Yang, C Xu, W Bian - Neurocomputing, 2012 - Elsevier
Query difficulty estimation predicts the performance of the search result of the given query. It
is a powerful tool for multimedia retrieval and receives increasing attention. It can guide the …

Unsupervised measures for estimating the effectiveness of image retrieval systems

DCG Pedronette, RS Torres - 2013 XXVI Conference on …, 2013 - ieeexplore.ieee.org
The main objective of Content-Based Image Retrieval (CBIR) systems is to retrieve a ranked
list containing the most similar images of a collection given a query image, by taking into …

Query difficulty estimation via relevance prediction for image retrieval

Q Jia, X Tian - Signal Processing, 2015 - Elsevier
Query difficulty estimation (QDE) attempts to automatically predict the performance of the
search results returned for a given query. QDE has long been of interest in text retrieval …

Theoretical categorization of query performance predictors

V Makarenkov, B Shapira, L Rokach - Proceedings of the 2015 …, 2015 - dl.acm.org
The query-performance prediction task aims at estimating the retrieval effectiveness of
queries without obtaining relevance feedback from users. Most of the recently proposed …