The Complexity of Object Association in Multiple Object Tracking
Authors: Robert Ganian, Thekla Hamm, Sebastian Ordyniak1388-1396
AAAI 2021 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Here, we carry out a detailed complexity-theoretic study of the problems arising from these two models that is aimed at complementing previous empirical work on object association. Unlike in previous works, here we initiate a deeper study of LIFTED MULTICUT and LIFTED PATHS from a complexity-theoretic point of view. |
| Researcher Affiliation | Academia | 1Algorithms and Complexity Group, TU Wien, Vienna, Austria 2University of Leeds, School of Computing, Leeds, UK |
| Pseudocode | No | The paper describes algorithmic approaches in prose, such as dynamic programming and color coding, but it does not contain structured pseudocode or clearly labeled algorithm blocks. |
| Open Source Code | No | The paper does not provide any concrete access to source code for the theoretical analysis or algorithms described; it is a complexity-theoretic study and does not present an implementation. |
| Open Datasets | No | The paper is a theoretical study on computational complexity and does not involve experimental evaluation using datasets, thus no dataset access information is provided. |
| Dataset Splits | No | The paper is a theoretical study and does not involve experimental validation or dataset splitting for training, validation, or testing. |
| Hardware Specification | No | The paper is a theoretical study on computational complexity and does not involve practical experiments requiring specific hardware; thus, no hardware specifications are mentioned. |
| Software Dependencies | No | The paper is a theoretical study and does not implement or rely on specific software components or libraries with version numbers; thus, no software dependencies are listed. |
| Experiment Setup | No | The paper is a theoretical study focusing on complexity analysis and does not describe any experimental setup details such as hyperparameter values or training configurations. |