Zuo et al. (2026) Hallucination-Resistant Change Detection in Multimodal Large Models for Autonomous Land Management Agents

Identification

• Journal: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
• Year: 2026
• Date: 2026-01-01
• Authors: Luo Zuo, Jiayi Sun, Jie Li, Feixiang Liu, Jinglei Li, Guanchong Niu
• DOI: 10.1109/jstars.2026.3656403

Research Groups

[Not available in the provided text.]

Short Summary

This paper investigates methods for achieving hallucination-resistant change detection using multimodal large models, specifically tailored for autonomous land management agents.

Objective

• To develop and evaluate techniques for robust, hallucination-resistant change detection in multimodal large models, applied in the context of autonomous land management.

Study Configuration

• Spatial Scale: [Not specified in the provided text, but implied to be relevant to land areas.]
• Temporal Scale: [Not specified in the provided text, but implied to involve monitoring changes over time.]

Methodology and Data

• Models used: Multimodal Large Models (specific architectures or frameworks are not detailed).
• Data sources: [Not specified in the provided text, but implied to be multimodal data relevant to land management.]

Main Results

• [Not available in the provided text.]

Contributions

• [Not available in the provided text, but likely involves advancing the reliability and accuracy of change detection in complex AI systems for real-world applications.]

Funding

• [Not available in the provided text.]

Citation

@article{Zuo2026HallucinationResistant,
  author = {Zuo, Luo and Sun, Jiayi and Li, Jie and Liu, Feixiang and Li, Jinglei and Niu, Guanchong},
  title = {Hallucination-Resistant Change Detection in Multimodal Large Models for Autonomous Land Management Agents},
  journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
  year = {2026},
  doi = {10.1109/jstars.2026.3656403},
  url = {https://doi.org/10.1109/jstars.2026.3656403}
}