This two-volume set of LNCS 12836 and LNCS 12837 constitutes - in conjunction with the volume LNAI 12838 - the refereed proceedings of the 17th International Conference on Intelligent Computing, ICIC 2021, held in Shenzhen, China in August 2021.

Intelligent Computing in Computer Vision.- BIDGAN: Blind Image Deblurring with Improved CycleGAN and Frequency Filtering.- Emotional interaction computing of actors in the mass incidents.- Multi Spatial Convolution Block for Lane Lines Semantic Segmentation.- VISFF: An Approach for Video Summarization Based on Feature Fusion.- Understanding Safety Based on Urban Perception.- Recognition of Multiple Panamanian Watermelon Varieties Based on Feature Extraction Analysis.- Javier E. Sánchez-Galán, Anel Henry, Fatima Rangel, Emmy Sáez, Kang-Hyun Jo and Danilo Cáceres-Hernández.- STDA-inf: Style Transfer for Data Augmentation Through In-data Training and Fusion Inference.- Abnormal Driving Detection Based on Human Pose Estimation and Facial Key Points Detection.- Uncertainty-guided pixel-level contrastive learning for biomarker segmentation in OCT images.- Wall-following Navigation for Mobile Robot Based on Random Forest and Genetic Algorithm.- A study of algorithms for controllingthe precision of bandwidth in EMI pre-testing.- Intelligent Control and Automation.- Flight Control for 6-DOF Quadrotor via Sliding Mode Integral Filter.- An Enhanced Finite-Control-Set Model Predictive Control Strategy for PWM Rectifiers with Filter Inductance Mismatch.- Deep Integration Navigation Technique Based on Strong Tracking UKF Algorithm.- The Application of Theoretical Variance#1 Method and Lifting Wavelet for Optic Gyroscopes.- Proposing a Novel Fixed-Time Non-Singular Terminal Sliding Mode Surface for Motion Tracking Control of Robot Manipulators   .- A Neural Terminal Sliding Mode Control for tracking control of robotic manipulators in uncertain dynamical environments.- Fuzzy PID Controller for Accurate Power Sharing and Voltage Restoration in DC Microgrids.- Sensor-less Contact Force Estimation in Physical Human-Robot Interaction.- Model-Free Continuous Fuzzy Terminal Sliding Mode Control for Second-Order Nonlinear Systems.- Deep Q-learning with Explainable and Transferable Domain Rules.- Influence of interference and noise on indoor localization systems.- Exploration of Smart Medical Technology based on Intelligent Computing Methods.- Blockchain Based Trusted Identity Authentication in Ubiquitous Power Internet of Things.- Intelligent Modeling Technologies for Smart Cities.- A YOLOv3-based Learning Strategy for Vehicle-Thrown-Waste Identification.- Research on Chinese Word Segmentation Based on Conditional Random Fields.- Knowledge Discovery and Data Mining.- Financial Distress Detection and Interpretation with Semi-supervised System.- Solving online food delivery problem via an effective hybrid algorithm with intelligent batching strategy.- Graph Semantics Based Neighboring Attentional Entity Alignment for Knowledge Graphs.- An Improved CF tree Clustering Based on Tissue-Like P System.- Classification method of power consumption periods based on typical daily load curve.- A data processing method for load data of electric boiler with heat reservoir.- Aggregate model for power load forecasting based on conditional autoencoder.- Geographical Entity Community Discovery Based on Semantic Similarity.- Many-to-many Chinese ICD-9 Terminology Standardization based on Neural Networks.- Chinese Word Sense Disambiguation Based on Classification.- Research on the Authorship of Dream of the Red Chamber Based on Link Prediction.- Span Representation Generation Method in Entity-Relation Joint Extraction.- Machine Learning.- Prediction of Railway Freight Customer Churn Based on Deep Forest.- Multi-View of Data for Auto Judge Model in Online Dispute Resolution.- Multi-Task Learning with Riemannian Optimization.- Audio-Visual Salient Object Detection.- Research on Deep Neural Network Model Compression Based on Quantification Pruning and Huffmann Encoding.- Extreme Learning Machine Based on Double Kernel Risk-Sensitive Loss for Cancer Samples Classification.- Delay to Group in Food Delivery System: A Prediction Approach.- Variational EM Algorithm for Student-Mixtures of Gaussian Processes.- Ensemble learning with resampling for imbalanced data.- Dual-channel recalibration and feature fusion method for liver image classification.- Research on Path Planning Algorithm for Mobile Robot Based on Improved Reinforcement Learning.- OnSum: Extractive Single Document Summarization Using Ordered Neuron LSTM.- Diagnosing COVID-19 on Limited Data: A Comparative Study of Machine Learning Methods.- An Inverse QSAR Method Based on Decision Tree and Integer Programming.- A Link-Based  Ensemble Cluster Approach for Identifica-tion of cell types.- A defect detection method for diverse texture fabric based on CenterNet.- Accelerating Deep Reinforcement Learning via Hierarchical State Encoding with ELMs.- Mal PCASVM: Malonylation Residues Classification with principal component analysis Support Vector Machine.- Theoretical Computational Intelligence and Applications.- The influence of sliding windows basedon MM-6mAPred to identify DNA N6-methyladenine.- RF Bert: A classification model of Golgi apparatus based on TAPE_BERT extraction features.- PointPAVGG: An incremental algorithm for Extraction of Points' Positional feature using VGG on Point Clouds.- Predicting Course Score for Undergrade Students using Neural Networks.- Classification of heart sounds using MFCC and CNN.