Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads
Summary: First cross-system, large-scale image analytics evaluation on real scientific workloads across SciDB, Myria, Spark, Dask, TensorFlow. Reveals shortcomings affecting implementation and performance, outlining directions for efficiency and usability. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Parmita Mehta
- 2. Sven Dorkenwald
- 3. Dongfang Zhao
- 4. Tomer Kaftan
- 5. Alvin Cheung
- 6. Magdalena Balazinska
- 7. Ariel Rokem
- 8. Andrew Connolly
- 9. Jacob Vanderplas
- 10. Yusra AlSayyad
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,939 | AIDA - Abstraction for Advanced In-Database Analytics | 2018 | VLDB | 7.8514162e-05 |
| 3,953 | A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics | 2018 | VLDB | 6.5896733e-05 |
| 3,983 | The Myria Big Data Management and Analytics System and Cloud Service | 2017 | CIDR | 6.5588011e-05 |
| 7,918 | Array DBMS: Past, Present, and (Near) Future | 2021 | VLDB | 4.6129625e-05 |
| 11,187 | Toward Efficient Homomorphic Encryption for Outsourced Databases through Parallel Caching | 2023 | SIGMOD | 4.1905499e-05 |
| 11,411 | SimDB in Action: Road Traffic Simulations Completely Inside Array DBMS | 2022 | VLDB | 4.1905499e-05 |
| 11,493 | Convergence of Array DBMS and Cellular Automata: A Road Traffic Simulation Case | 2021 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073570328 |
| 319 | Overview of SciDB: Large Scale Array Storage, Processing and Analysis | 2010 | SIGMOD | 0.00027771951 |
| 1,048 | Starfish: A Self-tuning System for Big Data Analytics | 2011 | CIDR | 0.00014442178 |
| 1,346 | NoDB: Efficient Query Execution on Raw Data Files | 2012 | SIGMOD | 0.00012472598 |
| 2,627 | GenBase: A Complex Analytics Genomics Benchmark | 2014 | SIGMOD | 8.4292895e-05 |
| 2,764 | Parallel Data Analysis Directly on Scientific File Formats | 2014 | SIGMOD | 8.1607305e-05 |
| 3,371 | Demonstration of the Myria Big Data Management Service | 2014 | SIGMOD | 7.1634294e-05 |
| 3,983 | The Myria Big Data Management and Analytics System and Cloud Service | 2017 | CIDR | 6.5588011e-05 |
| 4,435 | Clash of the Titans: MapReduce vs. Spark for Large Scale Data Analytics | 2015 | VLDB | 6.18493e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,601 | Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches | 2021 | VLDB | 6.05274e-05 |
| 3,207 | Big Data Analytics with Datalog Queries on Spark | 2016 | SIGMOD | 7.3847098e-05 |
| 319 | Overview of SciDB: Large Scale Array Storage, Processing and Analysis | 2010 | SIGMOD | 0.00027771951 |
| 11,957 | Big Data Research: Will Industry Solve all the Problems? | 2015 | VLDB | 4.1905499e-05 |
| 2,764 | Parallel Data Analysis Directly on Scientific File Formats | 2014 | SIGMOD | 8.1607305e-05 |
| 3,060 | Rethinking Data-Intensive Science Using Scalable Analytics Systems | 2015 | SIGMOD | 7.639315e-05 |
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073570328 |
| 13,369 | Big Data Science Needs Big Data Middleware | 2015 | CIDR | - |
| 3,983 | The Myria Big Data Management and Analytics System and Cloud Service | 2017 | CIDR | 6.5588011e-05 |
| 3,953 | A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics | 2018 | VLDB | 6.5896733e-05 |