๐ A professional list on deep learning models for Trajectory Similarity Measurement and Trajectory Distance Computation
โ๏ธ We will continue to update this list with the newest resources. If you find any missed resources (paper/code) or errors, please feel free to open an issue or make a pull request.
๐ For a collection of general deep learning-basd trajectory data management and mining papers, please check this repo.
- A Survey of Trajectory Distance Measures and Performance Evaluation, in VLDBJ 2020. [paper]
- A Comparative Analysis of Trajectory Similarity Measures, in GIScience & Remote Sensing 2021. [paper]
- Spatio-Temporal Trajectory Similarity Measures: A Comprehensive Survey and Quantitative Study, in TKDE 2023. [paper] [code]
- Trajectory Similarity Measurement: An Efficiency Perspective, in arXiv 2023. [paper] [code]
- Computing Trajectory Similarity in Linear Time: A Generic Seed-Guided Neural Netric Learning Approach, in ICDE 2019. [paper] [code]
- Effective and Efficient Sports Play Retrieval with Deep Representation Learning, in KDD 2019. [paper] [code]
- Trajectory Similarity Learning with Auxiliary Supervision and Optimal Matching, in IJCAI 2020. [paper]
- Representation Learning with Multi-Level Attention for Activity Trajectory Similarity Computation, in TKDE 2020. [paper]
- T3S: Effective Representation Learning for Trajectory Similarity Computation, in ICDE 2021. [paper]
- Similar Trajectory Search with Spatio-Temporal Deep Representation Learning, in TIST 2021. [paper]
- On Accurate Computation of Trajectory Similarity via Single Image Super-Resolution, in IJCNN 2021. [paper] [code]
- Embedding-based Similarity Computation for Massive Vehicle Trajectory Data, in IoTJ 2021. [paper]
- TMN: Trajectory Matching Networks for Predicting Similarity, in ICDE 2022. [paper] [code]
- TrajGAT: A Graph-based Long-term Dependency Modeling Approach for Trajectory Similarity Computation, in KDD 2022. [paper] [code]
- Efficient Trajectory Similarity Computation with Contrastive Learning, in CIKM 2022. [paper] [code]
- CSTRM: Contrastive Self-Supervised Trajectory Representation Model for Trajectory Similarity Computation, in CC 2022. [paper]
- Trajectory Similarity Learning with Dual-Feature Attention, in ICDE 2023. [paper] [code]
- Towards Robust Trajectory Similarity Computation: Representation-based Spatio-Temporal Similarity Quantification, in WWWJ 2023. [paper] [code]
- Self-Supervised Contrastive Representation Learning for Large-Scale Trajectories, in Future Generation Computer Systems 2023. [paper]
- KGTS: Contrastive Trajectory Similarity Learning over Prompt Knowledge Graph Embedding, in AAAI 2024 [paper]
- Trembr: Exploring Road Networks for Trajectory Representation Learning, in TIST 2020. [paper]
- A Graph-based Approach for Trajectory Similarity Computation in Spatial Networks, in KDD 2021. [paper]