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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)

Paper ID
h53f410f69b16515a
Venue
SIGMOD
Year
2023
Pagerank
5.572114e-05
Overall Rank
7,258 | 51.21%
DOI
10.1145/3588942

Incoming Non-self Citations Over Time

Authors

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 7 of 7 citing papers.

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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.

Rank Cited Paper Year Venue Pagerank
42 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00045773967
915 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013099703
2,690 Cost-based or Learning-based? A Hybrid Query Optimizer for Query Plan Selection 2022 VLDB 8.1258173e-05
3,098 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.6517623e-05
4,043 Qetch: Time Series Querying with Expressive Sketches 2018 SIGMOD 6.8337376e-05
4,129 Computational Journalism: A Call to Arms to Database Researchers 2011 CIDR 6.7906944e-05
4,623 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.4978811e-05
4,864 Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks 2021 SIGMOD 6.3770469e-05
4,867 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3749346e-05
5,587 ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines 2020 SIGMOD 6.0754379e-05
5,759 DeepEye: Creating Good Data Visualizations by Keyword Search 2018 SIGMOD 6.0042797e-05
6,156 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.8680826e-05
6,517 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 5.7585571e-05
7,042 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.6142998e-05
9,470 VisClean: Interactive Cleaning for Progressive Visualization 2020 VLDB 5.1714419e-05
10,170 Sevi: Speech-to-Visualization through Neural Machine Translation 2022 SIGMOD 5.0682654e-05
13,799 DeepTrack: Monitoring and Exploring Spatio-Temporal Data - A Case of Tracking COVID-19 - 2020 VLDB -
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