Hallucination-aware Faithful Reasoning in Remote Sensing

arXiv:2610.18369 · cs.CV · Submitted 2026-10-13 · Read on arXiv

cs.CV

Submitted: 2026-10-13

Updated: 2026-10-13

Code: https://github.com/MiliLab/FaithRS

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Hallucination — 1× in this paper · explained in 4 episodes

Sources

• Hallucination of Multimodal Large Language Models: A Survey
• Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
• RSGPT: A Remote Sensing Vision Language Model and Benchmark
• GPT-4o System Card
• GeoChat: Grounded Large Vision-Language Model for Remote Sensing
• RSVQA: Visual Question Answering for Remote Sensing Data
• DeepSeek-VL: Towards Real-World Vision-Language Understanding
• SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding
• LHRS-Bot: Empowering Remote Sensing with VGI-Enhanced Large Multimodal Language Model
• DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
• GeoZero: Incentivizing Reasoning from Scratch on Geospatial Scenes
• GeoLLaVA-8K: Scaling Remote-Sensing Multimodal Large Language Models to 8K Resolution
• InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency
• Qwen3 Technical Report
• MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?
• Group Sequence Policy Optimization
• Seeing Clearly without Training: Mitigating Hallucinations in Multimodal LLMs for Remote Sensing
• VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis
• RS-GPT4V: A Unified Multimodal Instruction-Following Dataset for Remote Sensing Image Understanding
• SkyEyeGPT: Unifying Remote Sensing Vision-Language Tasks via Instruction Tuning with Large Language Model

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