Learned Data-aware Image Representations of Line Charts for Similarity Search
Summary: LineNet trains a ViT-based Triplet Autoencoder to learn data-aware line-chart embeddings from data and images; inference uses only line-chart images. Pseudo-labels and sampling guide the model to fuse data-driven and image-level similarity for efficient line-chart search. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yuyu Luo (Tsinghua University)
- 2. Yihui Zhou (Tsinghua University)
- 3. Nan Tang (Hong Kong University of Science and Technology; Qatar Computing Research Institute)
- 4. Guoliang Li (Tsinghua University)
- 5. Chengliang Chai (Beijing Institute of Technology)
- 6. Leixian Shen (Tsinghua University)
BibTeX Citation
@inproceedings{luo_sigmod23,
title = {{Learned Data-aware Image Representations of Line Charts for Similarity Search}},
author = {Luo, Yuyu and Zhou, Yihui and Tang, Nan and Li, Guoliang and Chai, Chengliang and Shen, Leixian},
series = {{SIGMOD} '23},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3588942},
url = {https://dl.acm.org/doi/10.1145/3588942},
year = {2023}
}
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,366 | HAIChart: Human and AI Paired Visualization System | 2024 | VLDB | 6.2457679e-05 |
| 7,474 | GTS: GPU-based Tree Index for Fast Similarity Search | 2024 | SIGMOD | 5.6093517e-05 |
| 9,550 | Data Imputation with Limited Data Redundancy Using Data Lakes | 2025 | VLDB | 5.2528121e-05 |
| 10,201 | Balancing Global and Local: Representative Sampling for Large-Scale Vector Data | 2026 | SIGMOD | 5.093636e-05 |
| 10,587 | LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning | 2026 | VLDB | 5.093636e-05 |
| 11,316 | DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search | 2024 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 17 of 17 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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