图形关联学习:使用人工智能技术的图像和文本的多式特征提取和融合
Guangyun Lu1, Zhiping Ni1, Ling Wei1
1College of Information Science and Engineering, Liuzhou Institute of Technology, 545616, Liuzhou, Guangxi, China.
Heliyon
|September 24, 2024
概括
这项研究引入了一种新的AI方法,将Mask R-CNN,DCGAN和ALBERT结合起来,用于高级图像-文本识别. 这种新的方法显著提高了视觉信息处理中的准确性和上下文理解.
科学领域:
- 人工智能的人工智能
- 计算机视觉 计算机视觉
- 自然语言处理自然语言处理.
背景情况:
- 当前的人工智能方法在精细图像识别和深度上下文理解方面扎.
- 高质量的图像文本识别对于可访问性和虚拟助理等应用程序至关重要.
研究的目的:
- 开发一种用于增强图像-文本识别的新方法.
- 解决细粒度识别和上下文理解方面的局限性.
主要方法:
- 一个混合模型集成Mask R-CNN,用于精确的图像细分.
- 深度卷积生成对抗网络 (DCGAN) 用于微妙的特征提取.
- 一个Lite BERT (ALBERT) 模型用于高级自然语言处理和语义理解.
主要成果:
- 与传统方法相比,实现了92.5%的识别准确度,比传统方法提高了85.3%.
- 在视觉数据的上下文和情境理解方面表现出增强的表现.
- 通过实验结果验证了拟议的组合模型的优越性.
结论:
- 这种新的AI方法显著提升了图像-文本识别能力.
- 这项研究对机器视觉和自然语言处理具有广泛的影响.
- 为实际应用开辟了新的途径,利用复杂的图像-文本理解.
相关概念视频
Association Areas of the Cortex
5.1K
Association areas are regions of the cerebral cortex that do not have a specific sensory or motor function. Instead, they integrate and interpret information from various sources to enable higher cognitive processes such as memory, learning, and decision-making. Some key association areas include the following:
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
5.1K
Visual System
554
Light enters the eye through the cornea, a transparent, dome-shaped surface covering the surface of the eyeball that helps to direct and focus incoming light. This light is then channeled toward the pupil, an adjustable opening whose size is controlled by the iris. The iris, a pigmented muscle, regulates the amount of light entering the eye by contracting or dilating the pupil, thereby ensuring optimal light levels for clear vision.
Once through the pupil, the light passes through the lens, a...
Once through the pupil, the light passes through the lens, a...
554
Motor and Sensory Areas of the Cortex
3.3K
The cerebral cortex, the brain's outermost layer, is pivotal in processing complex cognitive tasks, emotions, and various sensory inputs and executing voluntary motor activities. This intricate structure is divided into three primary functional areas: the motor areas, sensory areas, and association areas.
Motor Areas
The motor areas located in the frontal lobe are central to controlling voluntary movements. This region is further subdivided into the primary motor cortex and the premotor...
Motor Areas
The motor areas located in the frontal lobe are central to controlling voluntary movements. This region is further subdivided into the primary motor cortex and the premotor...
3.3K
Parallel Processing
145
The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...
145
Visual Agnosia
180
Visual agnosia is a condition characterized by the inability to recognize visually presented objects despite having normal vision. For instance, a person with visual agnosia can describe the shape and color of an object but cannot identify or name it. This impairment does not affect their visual field, acuity, color vision, brightness discrimination, language, or memory. An example of this condition in a social setting is someone at a dinner party asking for "that silver thing with a round...
180
Higher Mental Functions of Brain: Learning and Memory
697
Memory is one of the most vital higher mental functions of the brain. Memory is closely related to learning because it enables us to retain information and experiences from our past to use them in our present life. It also helps us to remember facts, events, and skills, such as riding a bike or swimming. There are two types of memory — declarative memory, which involves memorizing facts or events, and procedural memory, which enables us to remember how to do something like writing or...
697


