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Table of Contents Intelligence Science IV Zhongzhi Shi, Yaochu Jin, Xiangrong Zhang Front Matter Brain Cognition Mouse-Brain Topology Improved Evolutionary Neural Network for Efficient Reinforcement Learning Xuan Han, Kebin Jia, Tielin Zhang 3-10 DNM-SNN: Spiking Neural Network Based on Dual Network Model Zhen Cao, Hongwei Zhang, Qian Wang, Chuanfeng Ma 11-19 A Memetic Algorithm Based on Adaptive Simulated Annealing for Community Detection Jie Yang, Yifei Sun, Shi Cheng, Kun Bian, Zhuo Liu, Xin Sun, Yifei Cao 20-28 The Model of an Explanation of Self and Self-awareness Based on Need Evolution Bowen Sun, Xiaofeng Wang 29-36 Spiking Neuron Network Based on VTEAM Memristor and MOSFET-LIF Neuron Jiahui Fu, Shuiping Gou, Zhang Guo 37-44 Machine Learning A Deception Jamming Discrimination Method Based on Semi-supervised Learning with Generative Adversarial Networks Hongliang Luo, Jieyi Liu, Jingyao Liu, Yue Wu, Yaru Yin 47-55 Fast Node Selection of Networked Radar Based on Transfer Reinforcement Learning Yanjun Cao, Yuan Wang, Jingjing Guo, Li Han, Chao Zhang, Jin Zhu, Tianyang Zhang, Xiangrong Zhang 56-67 Weakly Supervised Liver Tumor Segmentation Based on Anchor Box and Adversarial Complementary Learning Mengyao Fan, Haofeng Liu, Zhenyu Zhu, Changzhe Jiao, Shuiping Gou 68-75 Weakly Supervised Whole Cardiac Segmentation via Attentional CNN Erlei Zhang, Minghui Sima, Jun Wang, Jinye Peng, Jinglei Li 76-83 Noisy Label Learning in Deep Learning Xuefeng Liang, Longshan Yao, Xingyu Liu 84-97 Accelerating Deep Convolutional Neural Network Inference Based on OpenCL Yong Wu, Huming Zhu, Lingyun Zhang, Biao Hou, Licheng Jiao 98-108 A Simple Approach to the Multiple Source Identification of Information Diffusion Xiaojie Li, Xin Yu, Chubing Guo, Yuxin Wang, Jianshe Wu 109-117 Data Intelligence A Directed Search Many Objective Optimization Algorithm Embodied with Kernel Clustering Strategy Michael Aggrey Okoth, Ronghua Shang, Weitong Zhang, Licheng Jiao 121-129 A Two-Branch Neural Network Based on Superpixel Segmentation and Auxiliary Samples Zhidong Dong, Caihong Mu, Haikun Yu, Yi Liu 130-137 Augmentation Based Synthetic Sampling and Ensemble Techniques for Imbalanced Data Classification Wakjira Mulugeta Asefaw, Ronghua Shang, Michael Aggrey Okoth, Licheng Jiao 138-146 Language Cognition BA-GAN: Bidirectional Attention Generation Adversarial Network for Text-to-Image Synthesis Ting Yang, Xiaolin Tian, Nan Jia, Yuan Gao, Licheng Jiao 149-157 Personalized Recommendation Using Extreme Individual Guided and Adaptive Strategies Yifei Cao, Yifei Sun, Shi Cheng, Kun Bian, Zhuo Liu, Xin Sun, Jie Yang 158-165 Improved Transformer-Based Implicit Latent GAN with Multi-headed Self-attention for Unconditional Text Generation Fuji Ren, Ziyun Jiao, Xin Kang 166-173 Learning a Typhoon Bayesian Network Structure from Natural Language Reports Zhangrui Yao, Junhan Chen, Yinghui Pan, Yifeng Zeng, Biyang Ma, Zhong Ming 174-182 What Is Information? An Interpretation Based on the Theory of Modern Complexity Science Zhikang Wang 183-190 Remote Sensing Images Deep Siamese Network with Contextual Transformer for Remote Sensing Images Change Detection Mengxuan Zhang, Zhao Liu, Jie Feng, Licheng Jiao, Long Liu 193-200 GSoP Based Siamese Feature Fusion Network for Remote Sensing Image Change Detection Puhua Chen, Lu Wang 201-213 PolSF: PolSAR Image Datasets on San Francisco Xu Liu, Licheng Jiao, Fang Liu, Dan Zhang, Xu Tang 214-219 RSMatch: Semi-supervised Learning with Adaptive Category-Related Pseudo Labeling for Remote Sensing Scene Classification Weiquan Lin, Jingjing Ma, Xu Tang, Xiangrong Zhang, Licheng Jiao 220-227 Visual Question Answering of Remote Sensing Image Based on Attention Mechanism Shihuai Zhang, Qiang Wei, Yangyang Li, Yanqiao Chen, Licheng Jiao 228-238 Multi-scale Spatial Aggregation Network for Remote Sensing Image Segmentation Xinkai Sun, Jing Gu, Jie Feng, Shuyuan Yang, Licheng Jiao 239-251 Deep Complex Convolutional Neural Networks for Remote Sensing Image Classification Lingling Li, Yukai Sun, Fuhai Ma, Jingjing Ma, Licheng Jiao, Fang Liu 252-259 Perceptual Intelligence Dual Siamese Channel Attention Networks for Visual Object Tracking Wenxing Gao, Xiaolin Tian, Yifan Zhang, Nan Jia, Ting Yang, Licheng Jiao 263-272 Motion-Aligned and Hardness-Aware Dynamic Update Network for Weakly-Supervised Vehicle Detection in Satellite Videos Quanpeng Jiang, Jie Feng, Yuping Liang, Ziyu Zhou, Xiangrong Zhang, Licheng Jiao 273-283 A Multi-level Mixed Perception Network for Hyperspectral Image Classification Huai Wang, Qinghua He, Miaomiao Liang 284-293 A Lightweight SAR Ship Detection Network Based on Superpixel Statistical Modeling Zhengxi Guo, Biao Hou, Bo Ren 294-301 Background Augmentation with Transformer-Based Autoencoder for Hyperspectral Anomaly Detection Jianing Wang, Yichen Liu, Linhao Li 302-309 Point Cloud Registration Based on Global and Local Feature Fusion Wenping Ma, Mingyu Yue, Yongzhe Yuan, Yue Wu, Hao Zhu, Licheng Jiao 310-317 Gaussian Balanced Sampling for End-to-End Pedestrian Detector Yang Yang, Jun Li, Biao Hou, Bo Ren, Xiaoming Jiang, Jinkai Cheng, Licheng Jiao 318-325 Combining Spatial-Spectral Features for Hyperspectral Image Few-Shot Classification Qiong Ran, Li Ni, Yonghao Zhou 326-333 SAR Scene Classification Based on Self-supervised Jigsaw Puzzles Zhongle Ren, Yiming Lu, Hanxiao Wang, Yu Zhang, Biao Hou 334-343 YOLO-Head: An Input Adaptive Neural Network Preprocessor Biao Hou, Shenxuan Zhou, Xiaoyu Chen, Heng Jiang, Hao Wang 344-351 SR-YOLO: Small Objects Detection Based on Super Resolution Biao Hou, Xiaoyu Chen, Shenxuan Zhou, Heng Jiang, Hao Wang 352-362 Multi Recursive Residual Dense Attention GAN for Perceptual Image Super Resolution Linlin Yang, Hongying Liu, Yiming Li, Wenhao Zhou, Yuanyuan Liu, Xiaobiao Di, Lei Wang, Chuanwen Li 363-377 Relay-UNet: Reduce Semantic Gap for Glomerular Image Segmentation Zhen Cao, Chuanfeng Ma, Qian Wang, Hongwei Zhang 378-385 MobiCFNet: A Lightweight Model for Cattle Face Recognition in Nature Laituan Qiao, Yaojun Geng, Yuxuan Zhang, Shuyin Zhang, Chao Xu 386-394 Molecular Activity Prediction Based on Graph Attention Network Xiaowei Cao, Tiwen Wang, Ruohui Cheng, Jingyi Ding 395-401 Tracking Multi-objects with Anchor-Free Siamese Network Bingyu Hui, Jie Feng, Quanhe Yao, Jing Gu, Licheng Jiao 402-408 Feature Learning and Change Feature Classification Based on Variational Auto-encoder for SAR Change Detection Huan Chen, Hongming Zhang, Zhixi Feng 409-416 A Simple Structure for Building a Robust Model Xiao Tan, Jingbo Gao, Ruolin Li 417-424 Wireless Sensor An Adaptive Spatial Network for UAV Image Real-Time Semantic Segmentation Qian Wu, Jiayu Song, Yanbo Luo, Hao Li, Qin Tian, Qi Wang, Jinglong Gao, Zhuoran Jia 427-438 Medical Artificial Intelligence Knowledge Learning Without Forgetting for the Detection of Alzheimer’s Disease Ruotong Liu, Yue Yin, Jing Bai, Xu Wang 441-449 CA-ConvNeXt: Coordinate Attention on ConvNeXt for Early Alzheimer’s Disease Classification Weikang Jin, Yue Yin, Jing Bai, Haowei Zhen 450-457 Data Augmentation Method on Pine Wilt Disease Recognition Weibin Li, Bingzhen An, Yuhui Kong 458-465

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