There are 3 special sessions, which are:
- Advances in deep and shallow machine learning algorithms for biomedical data and imaging and Randomization-based deep and shallow learning algorithms. (SS 1-1, SS 2-1, SS 3-1)
- Reliable, Robust, and Secure Machine Learning Algorithms. (SS 1-2, SS 2-2, SS 3-2)
- Theory and Applications of Natural Computing Paradigms. (SS 1-3)
| Special Sessions ICONIP 2021 | ||
| 11 December 2021 – TS 6 | ||
| SS 1-1 | 1005 | Neural network pruning based on improved constrained particle swarm optimization |
| 453 | PoseGate-Former: Transformer Encoder WithTrainable Gate For 3D Human Pose EstimationBy Weakly Supervised Learning Approach | |
| 593 | Deformable Convolution and Semi-Supervised Learning in Point Clouds for Aneurysm Classification and Segmentation | |
| 663 | Coordinate Attention Residual Deformable U-Net for Vessel Segmentation | |
| 764 | Overcoming Data Scarcity for Coronary Vessel Segmentation Through Self-Supervised Pre-Training | |
| 274 | FetalNet: Multi-task deep learning framework for fetal ultrasound biometric measurements
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| SS 1-2 | 221 | Partial Classification Based on Pre-Trained CNN-Based Model Outputs |
| 374 | Multi-branch Fusion Fully Convolutional Network for Person Re-Identification | |
| 1000 | Developing GCN: Graph Convolutional Network with Evolving Parameters for Dynamic Graphs | |
| 145 | On robustness of generative representations against catastrophic forgetting | |
| 544 | Combat Unit Selection Based on Hybrid Neural Network in Real-time Strategy Games | |
| 678 | Dy-Drl2Op: Learning Heuristics for TSP on the Dynamic Graph via Deep Reinforcement Learning
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| SS 1-3 | 59 | Compositional Committees of Tiny Networks |
| 323 | EEG-based classification of lower limb motor imagery with STFT and CNN | |
| 554 | Brain-mimetic Kernel: A Kernel Constructed from Human fMRI Signals Enabling a Brain-mimetic Visual Recognition Algorithm | |
| 679 | Predominant Sense Acquisition with a neural random walk model | |
| 986 | Processing-response dependence on the on-chip readout positions in spin-wave reservoir computing | |
| 994 | Recurrent Neural Network with Adaptive Gating Timescales Mechanisms for Language and Action Learning
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| 11 December 2021 – TS 7 | ||
| SS 2-1 | 92 | A multi-task learning scheme for Motor Imagery Signal Classification |
| Session Chair: | 170 | An End-to-End Hemisphere Discrepancy Network for Subject-Independent Motor Imagery Classification |
| 758 | EEG-based Human Decision Confidence Measurement Using Graph Neural Networks | |
| 802 | Self-attention long-term dependency modelling in electroencephalography sleep stage prediction | |
| 993 | Deep learning models with time delay embedding for EEG-based attentive state classification | |
| 658 | Ensembles of Randomized Neural Networks for Pattern-based Time Series Forecasting | |
| 1031 | Grouped Echo State Network with Late Fusion for Speech Emotion Recognition
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| SS 2-2 | 152 | Continual Learning with Differential Privacy |
| 531 | EvoBA: An Evolution Strategy as a Strong Baseline for Black-Box Adversarial Attacks | |
| 629 | A novel oversampling technique for imbalanced learning based on SMOTE and genetic algorithm | |
| 869 | On the Importance of Regularisation & Auxiliary Information in OOD Detection | |
| 961 | Alleviating Catastrophic Interference in Online Learning via Varying Scale of Backward Queried Data | |
| 972 | Construction and Reasoning for Interval-Valued EBRB Systems | |
| 1025 | Dual Feature Distributional Regularization for Defending against Adversarial Attacks | |
| 11 December 2021 – TS 8 | ||
| SS 3-1 | 246 | OADA: an Online Data Augmentation Method for Processing Histopathology Images from Raw Medical Records |
| 461 | Pancreatic Neoplasm Image Translation Based on Feature Correlation Analysis of Cross-phase Image | |
| 464 | Multi-domain Abdomen Image Alignment Based on Joint Network of Registration and Synthesis | |
| 743 | Gated Channel Attention Network for Cataract Classification on AS-OCT Image | |
| 841 | Marginal Spectrum Modulated Hilbert-Huang Transform: Application to Time Courses Extracted by Independent Vector Analysis of Resting-State fMRI Data | |
| 848 | ReCal-Net: Joint Region-Channel-Wise Calibrated Network for Semantic Segmentation in Cataract Surgery Videos | |
| 1086 | Enhancing Dermoscopic Features Classification in Images Using Invariant Dataset Augmentation and Convolutional Neural Networks
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| SS 3-2 | 409 | Fast Organization of Objects’ Spatial Positions in Manipulator Space from Single RGB-D Camera |
| 719 | Multi-label classification of hyperspectral images based on label-specific feature fusion | |
| 759 | A Novel Multi-Scale Key-Point Detector Using Residual Dense Block and Coordinate Attention | |
| 789 | A Scan-to-Locality Map Strategy for 2D LiDAR and RGB-D Data Fusion | |
| 167 | How Much Do Synthetic Datasets Matter In Handwritten Text Recognition? | |
| 108 | Open-Set Recognition with Dual Probability Learning | |