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ORCID18th SISAP 2025, Reykjavik, Iceland
- Giuseppe Amato
, Vladimir Mic, Agma J. M. Traina, Nicola Messina, Laurent Amsaleg, Gylfi Þór Guðmundsson, Björn Þór Jónsson, Lucia Vadicamo:
Similarity Search and Applications - 18th International Conference, SISAP 2025, Reykjavik, Iceland, October 1-3, 2025, Proceedings. Lecture Notes in Computer Science 16134, Springer 2026, ISBN 978-3-032-06068-6
Applications
- Giulio Federico, Fabio Carrara, Claudio Gennaro, Marco Di Benedetto:
ViSketch-GPT: Collaborative Multi-scale Feature Extraction For Hand-Drawn Sketch Retrieval. 3-13 - Grina Wiem, Douik Ali:
FLAME_GAN: High-Fidelity 3D Face Reconstruction via Disentangled Representations and Explicit Geometric Control. 14-28 - Nadine Sarah Schüler, Maximilian von Zastrow, Tobias Vent, Michael Eichberg:
SCAPE Semantically Context-Aware Password Generation Using Word Embeddings. 29-37
Foundations
- Michael E. Houle, Vincent Oria, Hao Xu:
Efficient Local Intrinsic Dimensionality Estimation in Evolving Deep Representations. 41-55 - Fabrizio Angiulli, Fabio Fassetti, Maria Pia Zupi:
CF-OOD: Concentration-Free Density Estimation for Reliable Out-of-Distribution Detection. 56-70 - James Bailey, Ricardo J. G. B. Campello, Michael E. Houle:
Intrinsic Dimension, Degrees of Freedom, Odds and Uniformity: A Unified Perspective. 71-84 - Victor Reyes, Stéphane Marchand-Maillet:
Assessing the Quality of Dimensionality Reduction Methods Based on Fuzzy Simplicial Sets. 85-93 - Yan Ruan, Detao Ji, Kun Luo, Yuhang Lou, Minhua Lu, Rui Mao:
Variance-Based Pivot Selection for Metric Spaces. 94-102
Search and Retrieval
- Bastian Jäckl, Vojtech Kloda, Daniel A. Keim, Jakub Lokoc:
Dynamic Sub-region Search In Homogeneous Collections Using CLIP. 105-118 - Chi Mai Nguyen, Hoang Anh Phi Tran, Phat Trien Thai, Huu Doanh Nguyen, Van Tuan Nguyen:
Lightweight Semantic Search For Low-Resource Languages: A Case Study In Vietnamese Information Retrieval. 119-131 - Shubham Chatterjee:
On the Theoretical Advantages of Bilinear Similarities in Dense Retrieval. 132-139 - Bastian Jäckl, Vojtech Kloda, Daniel A. Keim, Jakub Lokoc:
Experimental Evaluation Of Static Image Sub-Region-Based Search Models Using CLIP. 140-153 - Matús Sikyna, Pavel Zezula:
Integrating Relevance Feedback for Effective Personalisation in Vector Search. 154-162
Similarity Measures
- Anton Danholt Lautrup, Hafiz Saud Arshad, Tobias Hyrup, Muhammad Rajabinasab, Arthur Zimek, Peter Schneider-Kamp:
Similarity Based on Resample Exposure. 165-179 - Sidahmed Benabderrahmane, Talal Rawhan:
Metric Matters: A Formal Evaluation of Similarity Measures in Active Learning for Cyber Threat Intelligence. 180-194 - Evgeny Dantsin, Alexander Wolpert:
Quantification of Similarities: Embeddings Into Euclidean Spaces and Taxonomies. 195-208 - Andrea Leoni, Andrea Molinari, Filippo Costamagna, Simone Sandri:
PUFFME: Probabilistic Unkeyed Feature Fusion for Matching Entities. 209-222 - JeongYon Shim:
Relation Similarity Based Thought Chain Extraction Mechanism from Value Belief Network. 223-230
Clustering
- Camilla Birch Okkels, Erik Thordsen, Martin Aumüller, Arthur Zimek, Erich Schubert:
Approximate Single-Linkage Clustering Using Graph-Based Indexes: MST-Based Approaches and Incremental Searchers. 233-247 - Hugo Sanz-González, Conrado Martínez:
Fast and Accurate Estimates for External Clustering Validation Measures. 248-262 - Erich Schubert:
Hierarchical Density-Based Clustering Using Incremental Similarity Search. 263-270
Indexing
- Erik Thordsen, Erich Schubert:
Theoretical and Practical Insights Into Graph-Based Indexing. 273-287 - Richard Connor, Alan Dearle, Ben Claydon:
Equi-Voronoi Polytopes: A Geometric Basis for 2-bit Quantisation. 288-302 - Omar Shahbaz Khan, Gylfi Þór Guðmundsson, Björn Þór Jónsson:
The Curious Case of High-Dimensional Indexing as a File Structure: A Case Study of eCP-FS. 303-311
Learning-Based Methods
- Aleksandar Tomcic, Milos Savic, Dusan Simic, Milos Radovanovic:
Dynamic Graph Embedding Through Hub-Aware Random Walks. 315-329 - Muhammad Rajabinasab, Anton Danholt Lautrup, Peter Schneider-Kamp, Arthur Zimek:
Towards Semi-supervised Subspace Learning for Outlier Detection in Big Data. 330-344 - Ben Claydon, Richard Connor, Alan Dearle:
Learning to Find Good Hash Functions for Embeddings. 345-353
Doctoral Symposium
- Victor Reyes:
Explaining Hubness by the Expected k-Occurrences. 357-363 - Elena García-Morato:
Combining Dissimilarity Spaces to Improve ANN Search. 364-371
Demonstration Papers
- Francesca Scotti, Lucia Vadicamo, Giuseppe Amato, Fabio Carrara:
A Comparative Demonstration of Relevance Feedback Methods for Image Retrieval. 375-383 - Ivaná Sixtova, Ladislav Peska, Jakub Lokoc, David Bernhauer, Tomás Skopal:
VISAnt: Unsupervised Data Exploration with Chernoff Faces. 384-391 - Federico Scarscelli, Claudius Zelenka, Peer Kröger, Florian Schütte:
Eddy Hunter: A Data Mining System for High-Resolution Eddy Signals, Leveraging Spatio-Temporal Similarities in the SWOT Satellite Data. 392-399
SISAP Indexing Challenge
- Eric Sadit Tellez, Edgar Chávez, Martin Aumüller, Vladimir Mic:
Overview of the SISAP 2025 Indexing Challenge. 403-414 - Yuhang Lou, Linyun Ma, Kun Luo, Yan Ruan, Huijia Wu, Minhua Lu, Rui Mao:
Memory-Constrained DiskANN: Efficient Approximate Nearest Neighbor Search Under Resource Constraints. 415-423 - Naoya Higuchi, Yasunobu Imamura, Takeshi Shinohara, Kouichi Hirata, Tetsuji Kuboyama:
Double Filtering Using Short and Long Quantized Projections. 424-432 - Benjamin Bustos, Jiale Chen:
SISAP Indexing Challenge 2025 - Solution for Task 2 Using Root Join. 433-440 - Alan Dearle, Richard Connor, Ben Claydon, Ferdia McKeogh:
Fast, Compact NN-Table Build Using Equi-Voronoi Polytopes. 441-449 - Cole Foster, Scarlett Magdaleno-Gatica, Benjamin Kimia:
Refinement-Based Graph Construction for Search in Low-Memory Systems. 450-458
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