Reykjavik

Conference Program - SISAP 2025

18th International Conference on Similarity Search and Applications

Presentations:

Posters and Graphical Abstracts:

📄 Download the SISAP 2025 Program Outline (PDF)

Wednesday, October 1

08:30-16:30

Registration

Registration desk is open
09:00-09:15

Opening

Chairs: Björn Þór Jónsson (Reykjavik University, Iceland), Lucia Vadicamo (CNR-ISTI, Italy), Vladimir Mic (Aarhus University, Denmark), and Giuseppe Amato (CNR-ISTI, Italy)
09:15-10:45

Keynote 1: Scalable Methods for Visual Data Representation, Search, and Visualization.
Kai Uwe Barthel Kai Uwe Barthel (HTW Berlin, Germany)

👉 link to the presentation slides 📑
Chair: Lucia Vadicamo (CNR-ISTI, Italy)
10:45-11:15 Coffee Break
11:15-13:00

Session 1: Foundations

Chair: Richard Connor (University of St Andrews, UK)
Michael E. Houle, Vincent Oria and Hao Xu
Efficient Local Intrinsic Dimensionality Estimation in Evolving Deep Representations (ID 40)
Fabrizio Angiulli, Fabio Fassetti and Maria Pia Zupi Maria Pia Zupi
CF-OOD: Concentration-Free density estimation for Reliable Out-of-Distribution Detection (ID 7)
James Bailey James Bailey, Ricardo Campello and Michael E. Houle
Intrinsic Dimension, Degrees of Freedom, Odds and Uniformity: A Unified Perspective (ID 6)
Victor Reyes Victor Reyes and Stephane Marchand-Maillet
Assessing the quality of dimension reduction methods based on fuzzy simplicial sets (ID 33, short paper)
Yan Ruan Yan Ruan, Detao Ji, Kun Luo, Yuhang Lou, Minhua Lu and Rui Mao
Variance-based Pivot Selection for Metric Spaces (ID 42, short paper)
13:00-14:00 Lunch
14:00-15:55

Session 2: Similarity Measures

Chair: Kai Uwe Barthel (HTW Berlin, Germany)
Anton Danholt Lautrup Anton Danholt Lautrup, Hafiz Saud Arshad, Tobias Hyrup, Muhammad Rajabinasab, Arthur Zimek and Peter Schneider-Kamp
Similarity Based on Resample Exposure (ID 32)
Sid Ahmed Benabderrahmane and Talal Rahwan
Metric Matters: A Formal Evaluation of Similarity Measures in Active Learning for Cyber Threat Intelligence (ID 47)
Evgeny Dantsin and Alexander Wolpert
Quantification of Similarities: Embeddings into Euclidean Spaces and Taxonomies (ID 19)
Simone Sandri Simone Sandri, Andrea Molinari, Andrea Leoni and Filippo Costamagna
PUFFME: Probabilistic Unkeyed Feature Fusion for Matching Entities (ID 24)
Jeongyon Shim
Relation Similarity Based Thought Chain Extraction Mechanism from Value-Belief Network (ID 31, short paper)
15:55-16:30 Coffee Break
16:30-17:35

Session 3: Clustering

Chair: Michael Houle (New Jersey Institute of Technology, USA)
Camilla Birch Okkels Camilla Birch Okkels, Erik Thordsen, Martin Aumüller, Arthur Zimek, and Erich Schubert
Approximate Single-Linkage Clustering Using Graph-based Indexes: MST-based Approaches and Incremental Searchers (ID 39)
Hugo Sanz-González Hugo Sanz-González and Conrado Martínez
Fast and Accurate Estimates for External Clustering Validation Measures (ID 25)
Erich Schubert Erich Schubert
Hierarchical Density-Based Clustering using Incremental Similarity Search (ID 50, short paper)
17:35-17:45 10 min break (moving from Nauthóll to Reykjavik University foyer)
17:45-18:45 @ Reykjavik University foyer

Session 4: Demonstrations

Chair: Gylfi Þór Guðmundsson (Reykjavik University, Iceland)
Francesca Scotti Francesca Scotti, Lucia Vadicamo, Giuseppe Amato and Fabio Carrara
A Comparative Demonstration of Relevance Feedback Methods for Image Retrieval (ID 63)
Ivana Sixtová Ivana Sixtová, Ladislav Peska, Jakub Lokoc, David Bernhauer and Tomas Skopal
VISAnt: Unsupervised data exploration with Chernoff faces (ID 53)
Federico Scarscelli Federico Scarscelli, Claudius Zelenka, Peer Kröger and Florian Schütte
Eddy Hunter: a data mining system for high-resolution eddy signals, leveraging spatio-temporal similarities in the SWOT satellite data (ID 51)
18:15-19:00 @ Reykjavik University foyer

Reception

Thursday, October 2

08:30-12:30

Registration

Registration desk is open
09:00-10:30

Keynote 2: Efficient Retrieval over Learned Representations of Text: Challenges and Opportunities.
Franco Maria Nardini Franco Maria Nardini (CNR-ISTI, Italy)

👉 link to the presentation slides 📑
Chair: Giuseppe Amato (CNR-ISTI, Italy)
10:30-10:55 Coffee Break
10:55-12:00

Session 5: Indexing

Chair: Cole Foster (Brown University, USA)
Erik Thordsen Erik Thordsen and Erich Schubert
Theoretical and Practical Insights into Graph-Based Indexing (ID 45) online
Richard Connor Richard Connor, Alan Dearle and Ben Claydon
Equi-Voronoi Polytopes: A Geometric Basis for 2-bit Quantisation (ID 4)
Omar Shahbaz Khan, Gylfi Þór Guðmundsson and Björn Þór Jónsson
The Curious Case of High-Dimensional Indexing as a File Structure: A Case Study of eCP-FS (ID 44, short paper)
12:00-12:10 10 min break
12:10-13:15

Session 6: Search and Retrieval

Chair: Erich Schubert (TU Dortmund University, Germany)
Bastian Jäckl Bastian Jäckl, Vojtěch Kloda, Daniel A. Keim and Jakub Lokoč
Dynamic Sub-Region Search in Homogeneous Collections using CLIP (ID 35)
Chi Mai Nguyen, Hoang Anh Phi Tran, Phat Trien Thai, Huu Doanh Nguyen and Van Tuan Nguyen
Lightweight Semantic Search for Low-Resource Languages: A Case Study in Vietnamese Information Retrieval (ID 15) online
Shubham Chatterjee
On the Theoretical Advantages of Bilinear Similarities in Dense Retrieval (ID 13, short paper)
13:15-14:30 Lunch
14:30-16:00

Session 7: Indexing Challenge

Chairs: Martin Aumüller (ITU Copenhagen, Denmark) and Vladimir Mic (Aarhus University, Denmark)
Eric S. Tellez, Edgar Chavez, Martin Aumüller Martin Aumüller and Vladimir Mic,
Overview of the SISAP 2025 Indexing Challenge
Yuhang Lou Yuhang Lou, Linyun Ma, Kun Luo, Yan Ruan, Huijia Wu, Minhua Lu and Rui Mao
Memory-Constrained DiskANN: Efficient Approximate Nearest Neighbor Search Under Resource Constraints (ID 61)
Naoya Higuchi, Yasunobu Imamura, Takeshi Shinohara , Kouichi Hirata and Tetsuji Kuboyama
Double Filtering Using Short and Long Quantized Projections (ID 54)
Benjamin BustosBenjamin Bustos and Jiale Chen
SISAP Indexing Challenge 2025 – Solution for Task 2 using Root Join (ID 52)
Alan Dearle Alan Dearle, Richard Connor, Ben Claydon and Ferdia McKeogh
Fast, Compact NN-table build using Equi-Voronoi Polytopes (ID 57)
Cole Foster, Scarlett Magdaleno-Gatica and Benjamin Kimia
Refinement-Based Graph Construction for Search in Low-Memory Systems (ID 56)
16:00-16:30 Coffee Break
16:30-17:30

Session 8: Doctoral Symposium

Chairs: Miloš Radovanović (University of Novi Sad, Serbia) and Laurent Amsaleg (IRISA-CNRS, France)
Victor Reyes Victor Reyes
Explaining Hubness by the Expected k-occurrences (ID 60)
Elena Garcia-Morato Elena Garcia-Morato
Combining Dissimilarity Spaces to Improve ANN Search (ID 59) online
17:30-22:00

Social Event and Banquet

Bus departs from Reykjavik University at 17:30. There will be a pick-up at 17:40 sharp at Berjaya Reykjavik Natura Hotel if needed.

Bus returns to Reykjavik city center and Berjaya Reykjavik Natura Hotel after dinner.

Friday, October 3

09:00-10:30

Keynote 3: Videntifier: Applications and Challenges of Scalable Similarity Search
Ari Jónsson Ari Jónsson (Videntifier, Iceland)

👉 link to the presentation slides 📑
Chair: Björn Þór Jónsson (Reykjavik University, Iceland)
10:30-11:00 Coffee Break
11:00-12:30

Session 9: Interactive Retrieval for Multimedia Collections (IRMC) Special Session + Panel

Chair: Omar Shahbaz Khan (Reykjavik University, Reykjavik, Iceland)
Bastian Jäckl, Vojtěch Kloda, Daniel Keim and Jakub Lokoc Jakub Lokoc
Experimental evaluation of static image sub-region based search models using CLIP (ID 36)
Matúš Šikyňa Matúš Šikyňa and Pavel Zezula
Integrating Relevance Feedback for Effective Personalisation in Vector Search (ID 8, short paper)
Panel
Moderator: Omar Shahbaz Khan (Reykjavik University, Reykjavik, Iceland)
Panelists: Kai Uwe Barthel (HTW Berlin, Germany), Jakub Lokoc (Charles University in Prague, Czechia), Gylfi Þór Guðmundsson (Reykjavik University, Iceland), Lucia Vadicamo (CNR-ISTI, Italy)
12:30-13:30 Lunch
13:30-14:35

Session 10: Applications

Chair: Jakub Lokoc (Charles University in Prague, Czechia)
Giulio Federico Giulio Federico, Marco Di Benedetto, Fabio Carrara and Claudio Gennaro
ViSketch-GPT: Collaborative Multi-Scale Feature Extraction for Hand-Drawn Sketch Retrieval (ID 12)
Grina Wiem and Ali Douik
FLAME GAN: High-Fidelity 3D Face Reconstruction via Disentangled Representations and Explicit Geometric Control (ID 46) online
Nadine-Sarah Schüler Nadine-Sarah Schüler, Maximilian von Zastrow, Michael Eichberg and Tobias Vent
SCAPE - Semantically Context-Aware Password Generation using Word Embeddings (ID 16, short paper)
14:35-14:45 10 min break
14:45-15:50

Session 11: Learning-Based Methods

Chair: Franco Maria Nardini (CNR-ISTI, Italy)
Aleksandar Tomcic Aleksandar Tomcic, Milos Savic, Dusan Simic and Milos Radovanovic
Dynamic Graph Embedding through Hub-aware Random Walks (ID 2)
Muhammad Rajabinasab Muhammad Rajabinasab, Anton Danholt Lautrup, Peter Schneider-Kamp and Arthur Zimek
Towards Semi-Supervised Subspace Learning for Outlier Detection in Big Data (ID 23)
Ben Claydon, Richard Connor and Alan Dearle
Learning to Find Good Hash Functions for Embeddings (ID 5, short paper)
15:50-16:10

Closing and Announcement of Next SISAP Venue