My tutorial Similarity Search and Indexing for High-Dimensional Data has been accepted on SBBD 2009 (The Brazilian Symposium on Databases). Here’s the abstract:
Searching by similarity is a critical operation on many systems, and thus has attracted the attention of many disciplines in Computer Sciences, including Computational Geometry, Machine Learning, Multimedia and, of course, Databases. To perform efficiently, similarity search requires the support of indexing, which suffers from the infamous “curse of the dimensionality”. In this tutorial we will introduce the challenges of indexing and searching high-dimensional data, and present the most recent tools available to “tame the curse”. At the end, the audience will have a good grasp of the current state of the art, the most promising research trends and the challenges still faced by the technology.
The tutorials, as I understand, are open to all participants on the conference. Mine will be held on Wednesday, October 7th from 14h40 to 18h20, with a 20′ coffee-break. If you use Google calendar, you can save the date by clicking on the button below.
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I’ve unintentionally let an awful lot of of time pass since my last post — the move to Campinas (and to UNICAMP) has been wonderful, but also laborious. I thought that after moving across countries three times, moving across states would be a piece of cake, but it seems that, no matter the distance, moving is always a lot of hassle!
EDIT 11/11/09: The tutorial presentation, for the moment without narrative, is available on my talks and courses page.
I’ve been invited by Prof. Francisco Pelaez and Prof. Camila Barione of the Centre of Mathematics Computing and Cognition of the Federal University of ABC to give my talk on kNN Search and CBIR (Content Based Image Retrieval).
I will discuss my past work, showing the three methods I’ve proposed during my thesis on high-dimensional multimedia indexing on large databases. But I also discuss some of my new research pursuits, related to the use of very discriminant local descriptors, like SIFT, on complex semantic queries, which require generalisation.
The talk, in Portuguese, will be on Tuesday May 26, at the Block B, room A801 of the Federal University of the ABC, which is located at the Rua Santa Adélia, 166, Santo André — SP, Brazil, CEP 09210-170. Their phone number is +55 11 4996-3166.
If you have a Google Calendar, you can save the date by clicking below:
Prof. Ricardo Torres has invited me to the Institute of Computing of the State University of Campinas, where I am giving a talk on the work I’ve done on my thesis. I will explore the challenges of kNN search (also known as k nearest neighbours search, or simply similarity search) and discuss the three original methods I’ve proposed: the 3-way trees, which are based on the traditional KD-Tree with the addition of redundant overlapping nodes; the projection KD-Forests, my first attempt of using an index composed of multiple moderate-dimensional sub-indexes; and finally the Multicurves, an index based on the use of multiple moderate-dimensional space-filling curves, which has several nice properties like ease of implementation, dynamicity (tolerance to insertions and deletions without performance degradation) and avoidance of random accesses (thus making secondary-memory implementation easier).
The talk will be in Portuguese.
I’m giving a talk on the workshop organised by the Digital Image Processing Centre — NPDI for the French-Brazilian project CAPES-COFECUB on Interactive and Content-Based Multimedia Information Analysis for Digital Video Applications.
My talk, entitled “Indexing High-Dimensional Data – Application to CBIR” explores my recent work on multimedia indexing, k nearest neighbours search (kNN search) and image identification. Here’s the abstract:
“The troubles of multimedia information retrieval start at its most elementary operation: matching the high-dimensional feature vectors used to describe the data. In this talk, we will discuss how recent innovative methods are taming the infamous ‘curse of dimensionality’ and how they can be used in CBIR. The author will discuss his recent contributions to the advance of the state-of-art and his current research endeavours.”
My talk will be on Wednesday, April 8, at 14h30. It will take place at the UFMG Pampulha Campus, on the ICEx building, in room 2077. Registration to the workshop is free.
EDIT 14/4: The presentation, with narrative is available on my (brand new) talks and courses page.