10 papers
Multimodal Plant Root Phenotyping with Integration of 3D Skeleton Extraction and Language Analysis
Jiakai Lin, Zijun Li, Guoyu Lu
Plant root phenotyping is fundamental to understanding below-ground structures, optimizing crop management, and improving agricultural sustainability. This paper presents a multimo…
Foundation-Assisted Active Learning for Object Detection Annotation
Jinchang Zhang, Arnold Zumbrun, Jing Lin +1
The annotation cost for remote sensing object detection is high, while existing active learning methods still face several challenges in object detection scenarios, including the c…
Automated Genomic Interpretation via Concept Bottleneck Models for Medical Robotics
Zijun Li, Jinchang Zhang, Ming Zhang +1
We propose an automated genomic interpretation module that transforms raw DNA sequences into actionable, interpretable decisions suitable for integration into medical automation an…
Adaptive Event Stream Slicing for Open-Vocabulary Event-Based Object Detection via Vision-Language Knowledge Distillation
Jinchang Zhang, Zijun Li, Jiakai Lin +1
Event cameras offer advantages in object detection tasks due to high-speed response, low latency, and robustness to motion blur. However, event cameras lack texture and color infor…
Graph Integrated Multimodal Concept Bottleneck Model
Jiakai Lin, Jinchang Zhang, Guoyu Lu
With growing demand for interpretability in deep learning, especially in high stakes domains, Concept Bottleneck Models (CBMs) address this by inserting human understandable concep…
3D Plant Root Skeleton Detection and Extraction
Jiakai Lin, Jinchang Zhang, Ge Jin +3
Plant roots typically exhibit a highly complex and dense architecture, incorporating numerous slender lateral roots and branches, which significantly hinders the precise capture an…