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 |
|---|---|---|---|---|
| 9,137 | F3: The Open-Source Data File Format for the Future | 2026 | SIGMOD | 5.375731e-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 |
|---|---|---|---|---|
| 14 | MonetDB/X100: Hyper-Pipelining Query Execution | 2005 | CIDR | 0.00063341086 |
| 9,778 | The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format | 2024 | SIGMOD | 5.2743647e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 856 | Finding Frequent Items in Data Streams | 2008 | VLDB | 0.00013609218 |
| 7,164 | Bullion: A Column Store for Machine Learning | 2025 | CIDR | 5.7420616e-05 |
| 1,484 | Column Imprints: A Secondary Index Structure | 2013 | SIGMOD | 0.00010690753 |
| 60 | Integrating Compression and Execution in Column-Oriented Database Systems | 2006 | SIGMOD | 0.00039561617 |
| 1,378 | Column-oriented Database Systems | 2009 | VLDB | 0.00011078452 |
| 11,576 | Workload-Aware Column Imprints | 2020 | SIGMOD | 5.1725247e-05 |
| 10,298 | QStore: Quantization-Aware Compressed Model Storage | 2026 | VLDB | 5.1725247e-05 |
| 11,178 | Grouping Time Series for Efficient Columnar Storage | 2023 | SIGMOD | 5.1725247e-05 |
| 6,063 | ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation | 2019 | VLDB | 6.0524954e-05 |
| 9,778 | The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format | 2024 | SIGMOD | 5.2743647e-05 |