火MM-IR:一个红外增强的多模式大型语言模型,用于全面的场景理解,用于远程传感森林火灾监测.
Jinghao Cao1,2, Xiajun Liu3, Rui Xue4
1School of Mechanical Engineering, Jiangsu University of Science and Technology, Zhenjiang 212000, China.
Sensors (Basel, Switzerland)
|January 28, 2026
概括
本研究介绍了FireMM-IR,这是一个用于先进森林火灾监测的多模式大语言模型. 它使用红外和视觉数据融合,以更好地检测和理解远程传感图像中的火灾.
科学领域:
- 遥感 遥感 遥感 遥感
- 人工智能的人工智能
- 林业林业 林业 林业 林业
背景情况:
- 传统的森林火灾监测模型在遥感图像中仅限于检测或细分.
- 这些模型与复杂的火力动力学,上下文推理和跨模式解释作斗争.
- 多模式大语言模型 (MLLMs) 通过整合语义,空间分布和语言,为整体场景理解提供了潜力.
研究的目的:
- 开发一种多模式的大型语言模型 (MLLM),用于远程传感森林火灾图像中的像素级场景理解.
- 通过整合红外和视觉数据来加强森林火灾监测,以改善检测和分析.
- 为了实现对野火场景的指令驱动分析和推理.
主要方法:
- 推出了FireMM-IR,这是一款包含红外增强分类模块的MLLM,用于融合红外和视觉模式.
- 设计了一个面具生成模块,由语言条件分段令牌指导,用于准确的实例面具生成.
- 实现了一个类意识的记忆机制,用于多级火灾功能学习和上下文一致性.
- 构建了FireMM-Instruct集体 (83,000个RGB-IR对与对齐的注释和描述).
主要成果:
- 在森林火灾图像的像素级细分方面,FireMM-IR实现了卓越的性能.
- 在指令驱动的标题和推理任务中表现出强的结果.
- 在图像级别基准上保持了竞争性表现.
- 红外光学融合和与指令结合的学习被认为是对物理接地野火场景理解至关重要的.
结论:
- 消防MM-IR通过实现超越传统感知模型的整体场景理解来推进森林火灾监测.
- 红外和视觉数据的融合显著改善了检测火力强度和隐藏的点火区域,即使在烟雾下.
- 使用多模式数据与指令一致的学习是开发物理接地和可解释的野火分析系统的关键.
相关概念视频
Language
906
Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
906
Sensory Modalities
3.9K
Sensation typically is the process by which the sensory receptors and sense organs detect stimuli from the internal and external environment and transmit this information to the central nervous system for processing.
General senses refer to the broad category of sensory information detected by receptors in the body and can be further grouped into somatic and visceral senses. Somatic sensations include touch, pressure, temperature, and pain and are essential for navigating our environment and...
General senses refer to the broad category of sensory information detected by receptors in the body and can be further grouped into somatic and visceral senses. Somatic sensations include touch, pressure, temperature, and pain and are essential for navigating our environment and...
3.9K
Understanding the Self
265
The self is a central aspect of human identity, encompassing an individual’s beliefs, emotions, perceptions, and experiences. It is a cognitive and psychological construct that enables individuals to interpret their traits and behaviors, influencing how they perceive themselves and interact with the world. While personality consists of stable and enduring characteristics, the self is shaped by self-perception and social experiences. This distinction highlights the dynamic nature of the...
265
The Sense of Self: Reflected Self-Appraisal and Social Comparison
56.0K
According to Charles Cooley, we base our image on what we think other people see (Cooley 1902). We imagine how we must appear to others, then react to this speculation. We don certain clothes, prepare our hair in a particular manner, wear makeup, use cologne, and the like—all with the notion that our presentation of ourselves is going to affect how others perceive us. We expect a certain reaction, and, if lucky, we get the one we desire and feel good about it. But more than that, Cooley...
56.0K
Self-Evaluation: Self-Enhancement and Self-Verification
5.8K
Social psychologists have documented that feeling good about ourselves and maintaining positive self-esteem is a powerful motivator of human behavior (Tavris & Aronson, 2008). In the United States, members of the predominant culture typically think very highly of themselves and view themselves as good people who are above average on many desirable traits (Ehrlinger, Gilovich, & Ross, 2005). Often, our behavior, attitudes, and beliefs are affected when we experience a threat to our...
5.8K
Components of Language
809
Language, whether spoken, signed, or written, consists of specific components: lexicon and grammar. The lexicon is the vocabulary of a language, comprising its words. Grammar is the set of rules used to convey meaning through the lexicon. For example, English grammar adds “-ed” to most verbs to indicate past tense. Words are formed by combining phonemes, which are the basic sound units of a language. Different languages have different sets of phonemes (e.g., “ah” vs.
809


