Frequency-Store: Scaling Image AI by A Column-Store for Images
Summary: Frequency-Store: a column-store for images that splits images into frequency-based columns and stores batches column-wise to share I/O across concurrent training and inference pipelines. Column-wise layout enables tighter encodings, better compression and up to 11× speedups and 2.2× compression gains over prior image-AI storage. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Utku Sirin
- 2. Victoria Kauffman
- 3. Aadit Saluja
- 4. Florian Klein
- 5. Jeremy Hsu
- 6. Stratos Idreos
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,201 | F3: The Open-Source Data File Format for the Future | 2026 | SIGMOD | 4.3743539e-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 |
|---|---|---|---|---|
| 35 | MonetDB/X100: Hyper-Pipelining Query Execution | 2005 | CIDR | 0.00076197749 |
| 9,806 | The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format | 2024 | SIGMOD | 4.2805224e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,469 | Bullion: A Column Store for Machine Learning | 2025 | CIDR | 4.7204398e-05 |
| 835 | Finding Frequent Items in Data Streams | 2008 | VLDB | 0.00016109621 |
| 1,989 | Column Imprints: A Secondary Index Structure | 2013 | SIGMOD | 9.8478437e-05 |
| 131 | Integrating Compression and Execution in Column-Oriented Database Systems | 2006 | SIGMOD | 0.0004370331 |
| 1,590 | Column-oriented Database Systems | 2009 | VLDB | 0.00011233838 |
| 11,572 | Workload-Aware Column Imprints | 2020 | SIGMOD | 4.1945683e-05 |
| 10,286 | QStore: Quantization-Aware Compressed Model Storage | 2026 | VLDB | 4.1945683e-05 |
| 11,175 | Grouping Time Series for Efficient Columnar Storage | 2023 | SIGMOD | 4.1945683e-05 |
| 6,404 | ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation | 2019 | VLDB | 5.0786954e-05 |
| 9,806 | The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format | 2024 | SIGMOD | 4.2805224e-05 |