Efficient EMD-based Similarity Search in Multimedia Databases via Flexible Dimensionality Reduction
Summary: Flexible dimensionality reduction for EMD in a filter-and-refine framework enables lossless multimedia retrieval with high-dimensional features. Results show striking reductions in expensive EMD computations and faster responses, with tunable reduced dimensions. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Marc Wichterich
- 2. Ira Assent
- 3. Philipp Kranen
- 4. Thomas Seidl
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,370 | Efficient and Effective Similarity Search over Probabilistic Data based on Earth Mover's Distance | 2010 | VLDB | 6.2392118e-05 |
| 5,319 | Earth Mover's Distance based Similarity Search at Scale | 2014 | VLDB | 5.5680481e-05 |
| 6,318 | Indexing the Earth Mover's Distance Using Normal Distributions | 2012 | VLDB | 5.1087372e-05 |
| 11,381 | Fast Dataset Search with Earth Mover’s Distance | 2022 | VLDB | 4.1905499e-05 |
| 12,184 | Effective Data Co-Reduction for Multimedia Similarity Search | 2011 | SIGMOD | 4.1905499e-05 |
| 12,232 | Multiple Feature Fusion for Social Media Applications | 2010 | SIGMOD | 4.1905499e-05 |
| 12,255 | SimDB: A Similarity-aware Database System | 2010 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 665 | Fast Nearest Neighbor Search in Medical Image Databases | 1996 | VLDB | 0.00018437125 |
| 798 | Optimal Multi-Step k-Nearest Neighbor Search | 1998 | SIGMOD | 0.00016484637 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,549 | Fast Parallel Similarity Search in Multimedia Databases | 1997 | SIGMOD | 6.9792126e-05 |
| 4,370 | Efficient and Effective Similarity Search over Probabilistic Data based on Earth Mover's Distance | 2010 | VLDB | 6.2392118e-05 |
| 6,173 | Similarity Search: A Matching Based Approach | 2006 | VLDB | 5.1684255e-05 |
| 8,645 | A Non-Linear Dimensionality-Reduction Technique for Fast Similarity Search in Large Databases | 2006 | SIGMOD | 4.4725847e-05 |
| 11,381 | Fast Dataset Search with Earth Mover’s Distance | 2022 | VLDB | 4.1905499e-05 |
| 821 | Dimensionality Reduction for Similarity Searching in Dynamic Databases | 1998 | SIGMOD | 0.00016232579 |
| 13,538 | Techniques for Similarity Searching in Multimedia Databases | 2010 | VLDB | - |
| 1,755 | Efficient User-Adaptable Similarity Search in Large Multimedia Databases | 1997 | VLDB | 0.00010661725 |
| 12,184 | Effective Data Co-Reduction for Multimedia Similarity Search | 2011 | SIGMOD | 4.1905499e-05 |
| 5,319 | Earth Mover's Distance based Similarity Search at Scale | 2014 | VLDB | 5.5680481e-05 |