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A comparative study of vision–language models for food ingredient recognition and nutrient estimation
The accurate assessment of food composition is essential to understanding its nutritional and sensory properties. Traditional dietary …
Shenglong Wang
,
Guorui Sheng
,
Hongfei Yan
,
Weiqing Min
,
Shuqiang Jiang
PDF
引用
DOI
Focus more, compute less: Lightweight fruit and vegetable recognition with focus token vision transformer
Fruit and vegetable recognition is a core technology in intelligent agricultural sorting systems. Unlike general object recognition …
Chengxu Liu
,
Bingqian Lv
,
Shangzihan Wang
,
Haowen Meng
,
Guorui Sheng
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引用
DOI
SyMFood: Synergistic Multi-Modal Prompting for Fine-Grained Zero-Shot Food Detection
Fine-grained object detection in food computing is severely constrained by the vast diversity of food items and the high cost of data …
Xinlong Wang
,
Weiqing Min
,
Shoulong Liu
,
Guorui Sheng
,
Shuqiang Jiang
PDF
引用
代码
DOI
FoodHash: Context-Aware Proxy Interaction and Fusion for Food Image Retrieval
Vision-based food image retrieval has garnered significant attention due to its potential for critical applications in dietary and …
Pindan Cao
,
Weiqing Min
,
Guorui Sheng
,
Yongqiang Song
,
Tao Yao
,
Lili Wang
,
Shuqiang Jiang
PDF
引用
DOI
DPFA-net: a lightweight hybrid neural network with dual path feature aggregation for food image recognition
Food image recognition holds significant application potential in the field of computer vision. However, due to performance constraints …
Xiangyi Zhu
,
Wenli Zhang
,
Yingnan Sheng
,
Congrui Lv
,
Guorui Sheng
,
Weiqing Min
,
Shuqiang Jiang
PDF
引用
DOI
Hybrid Decoding with Co-Occurrence Awareness for Fine-Grained Food Image Segmentation
Fine-grained food image segmentation is essential for accurate dietary assessment and nutritional analysis, yet remains highly …
Shenglong Wang
,
Guorui Sheng
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引用
DOI
LLM-Informed Global-Local Contextualization for Zero-Shot Food Detection
Xinlong Wang
,
Weiqing Min
,
Guorui Sheng
,
Jingru Song
,
Yancun Yang
,
Tao Yao
,
Shuqiang Jiang
PDF
引用
DOI
Channel Grouping Vision Transformer for Lightweight Fruit and Vegetable Recognition
Recognizing fruit and vegetable is crucial for improving processing efficiency, automating harvesting, and facilitating dietary …
Chengxu Liu
,
Weiqing Min
,
Jingru Song
,
Yancun Yang
,
Guorui Sheng
,
Tao Yao
,
Lili Wang
,
Shuqiang Jiang
PDF
引用
代码
DOI
Lightweight Food Recognition via Aggregation Block and Feature Encoding
Yancun Yang
,
Weiqing Min
,
Jingru Song
,
Guorui Sheng
,
Lili Wang
,
Shuqiang Jiang
PDF
引用
代码
DOI
基于Transformer的零样本食品图像检测
宋静茹
,
闵巍庆
,
周鹏飞
,
饶全瑞
,
盛国瑞
,
杨延村
,
王丽丽
,
蒋树强
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DOI
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