Search Results for author: Jiajia Li

Found 19 papers, 9 papers with code

A Survey on 3D Reconstruction Techniques in Plant Phenotyping: From Classical Methods to Neural Radiance Fields (NeRF), 3D Gaussian Splatting (3DGS), and Beyond

no code implementations30 Apr 2025 Jiajia Li, Xinda Qi, Seyed Hamidreza Nabaei, Meiqi Liu, Dong Chen, Xin Zhang, Xunyuan Yin, Zhaojian Li

Through this review, we aim to provide insights into how these diverse 3D reconstruction techniques can be effectively leveraged for automated and high-throughput plant phenotyping, contributing to the next generation of agricultural technology.

3DGS 3D Reconstruction +2

VLLFL: A Vision-Language Model Based Lightweight Federated Learning Framework for Smart Agriculture

no code implementations17 Apr 2025 Long Li, Jiajia Li, Dong Chen, Lina Pu, Haibo Yao, Yanbo Huang

By training a compact prompt generator to boost the performance of the VLM deployed across different farms, VLLFL preserves privacy while reducing communication overhead.

Federated Learning Language Modeling +5

Modeling the Dynamics of Attentional Gamma Oscillations During the Encoding Process of Noise-Mixed Speech Signals

no code implementations6 Apr 2025 Duoyu Feng, Jiajia Li, Ying Wu

Using this model, we explored neural oscillation patterns in response to mixed speech stimuli and background noise.

EEG Rhythm

Label Drop for Multi-Aspect Relation Modeling in Universal Information Extraction

1 code implementation18 Feb 2025 Lu Yang, Jiajia Li, En Ci, Lefei Zhang, Zuchao Li, Ping Wang

Single-target instruction UIE enables the extraction of only one type of relation at a time, limiting its ability to model correlations between relations and thus restricting its capability to extract complex relations.

Relation Relation Extraction +1

Foundation Model-Based Apple Ripeness and Size Estimation for Selective Harvesting

1 code implementation3 Feb 2025 Keyi Zhu, Jiajia Li, Kaixiang Zhang, Chaaran Arunachalam, Siddhartha Bhattacharya, Renfu Lu, Zhaojian Li

The Fuji-Ripeness-Size Dataset and the apple detection and size estimation algorithms are made publicly available, which provides valuable benchmarks for future studies in automated and selective harvesting.

DeepContext: A Context-aware, Cross-platform, and Cross-framework Tool for Performance Profiling and Analysis of Deep Learning Workloads

no code implementations5 Nov 2024 Qidong Zhao, Hao Wu, Yuming Hao, Zilingfeng Ye, Jiajia Li, Xu Liu, Keren Zhou

This paper introduces DeepContext, a novel profiler that links program contexts across high-level Python code, deep learning frameworks, underlying libraries written in C/C++, as well as device code executed on GPUs.

Deep Learning

The Music Maestro or The Musically Challenged, A Massive Music Evaluation Benchmark for Large Language Models

1 code implementation22 Jun 2024 Jiajia Li, Lu Yang, Mingni Tang, Cong Chen, Zuchao Li, Ping Wang, Hai Zhao

By leveraging ZIQI-Eval, we conduct a comprehensive evaluation over 16 LLMs to evaluate and analyze LLMs' performance in the domain of music.

Closed-loop control of gamma oscillations in the brain connections through the transcranial stimulations

no code implementations11 Mar 2024 Xuan Zhang, Duoyu Feng, Djibrina Barry, Jiajia Li

The reconstruction of brain neural network connections occurs not only during the infancy and early childhood stages of brain development, but also in patients with cognitive impairment in middle and old age under the therapy with stimulated external interference, such as the non-invasive repetitive transcranial magnetic stimulation (rTMS) and the transcranial direct current stimulation(tDCS).

EEG Functional Connectivity

Performance Evaluation of Semi-supervised Learning Frameworks for Multi-Class Weed Detection

1 code implementation6 Mar 2024 Jiajia Li, Dong Chen, Xunyuan Yin, Zhaojian Li

In this study, we assess the effectiveness of a semi-supervised learning framework for multi-class weed detection, employing two well-known object detection frameworks, namely FCOS and Faster-RCNN.

object-detection Object Detection +1

N-Gram Unsupervised Compoundation and Feature Injection for Better Symbolic Music Understanding

2 code implementations13 Dec 2023 Jinhao Tian, Zuchao Li, Jiajia Li, Ping Wang

Experiment on various datasets demonstrate the effectiveness of our method and achieved state-of-the-art performance on a series of music understanding downstream tasks.

SoybeanNet: Transformer-Based Convolutional Neural Network for Soybean Pod Counting from Unmanned Aerial Vehicle (UAV) Images

1 code implementation16 Oct 2023 Jiajia Li, Raju Thada Magar, Dong Chen, Feng Lin, Dechun Wang, Xiang Yin, Weichao Zhuang, Zhaojian Li

Soybeans are a critical source of food, protein and oil, and thus have received extensive research aimed at enhancing their yield, refining cultivation practices, and advancing soybean breeding techniques.

Label-Efficient Learning in Agriculture: A Comprehensive Review

1 code implementation24 May 2023 Jiajia Li, Dong Chen, Xinda Qi, Zhaojian Li, Yanbo Huang, Daniel Morris, Xiaobo Tan

In addition, a systematic review of various agricultural applications exploiting these label-efficient algorithms, such as precision agriculture, plant phenotyping, and postharvest quality assessment, is presented.

Active Learning Plant Phenotyping +2

Semantics-Preserved Distortion for Personal Privacy Protection in Information Management

no code implementations4 Jan 2022 Jiajia Li, Lu Yang, Letian Peng, Shitou Zhang, Ping Wang, Zuchao Li, Hai Zhao

In recent years, machine learning - particularly deep learning - has significantly impacted the field of information management.

Attribute Constituency Parsing +7

Transition behavior of the seizure dynamics modulated by the astrocyte inositol triphosphate noise

no code implementations26 May 2021 Jiajia Li, Peihua Feng, Liang Zhao, Junying Chen, Mengmeng Du, Yangyang Yu, Jian Song, Ying Wu

Our simulation results show that the increase of the IP3 noise intensity induces the depolarization-block epileptic seizures together with an increase in neuronal firing frequency.

Evaluating Modern GPU Interconnect: PCIe, NVLink, NV-SLI, NVSwitch and GPUDirect

1 code implementation11 Mar 2019 Ang Li, Shuaiwen Leon Song, Jieyang Chen, Jiajia Li, Xu Liu, Nathan Tallent, Kevin Barker

High performance multi-GPU computing becomes an inevitable trend due to the ever-increasing demand on computation capability in emerging domains such as deep learning, big data and planet-scale simulations.

Hardware Architecture Distributed, Parallel, and Cluster Computing Networking and Internet Architecture Performance

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