Elahe Arani

AUTONOMOUS VEHICLES

COMPUTER IMPLEMENTED METHOD FOR CONTINUAL LEARNING OF A PLURALITY OF TASKS

COMPUTER-IMPLEMENTED METHOD FOR DOMAIN INCREMENTAL CONTINUAL LEARNING IN AN ARTIFICIAL NEURAL NETWORK USING MAXIMUM DISCREPANCY LOSS TO COUNTERACT REPRESENTATION DRIFT

Method and System for Continual Learning in Artificial Neural Networks by Implicit-Explicit Regularization in the Function

COMPUTER-IMPLEMENTED METHOD FOR THE DETECTION AND RECOGNITION OF OBJECTS IN UNLABELED IMAGE DATA USING AN AUTOMATED LABELLING ARCHITECTURE

METHOD FOR LEVERAGING SHAPE INFORMATION IN FEW-SHOT LEARNING IN ARTIFICIAL NEURAL NETWORKS

COMPUTER-IMPLEMENTED METHOD FOR CONTINUAL LEARNING OF MULTIPLE TASKS SEQUENTIALLY USING A DEEP NEURAL NETWORK TOGETHER WITH A PLURALITY OF TASK-ATTENTION MODULES

SPARSE CODING IN A DUAL MEMORY SYSTEM FOR LIFELONG LEARNING

System and Method for Improving Generalization in Neural Networks Using Selective Reinitialization

METHOD AND SYSTEM FOR RELATIONAL GENERAL CONTINUAL LEARNING WITH MULTIPLE MEMORIES IN ARTIFICIAL NEURAL NETWORKS

Method and System for Improving Continual Learning Through Error Sensitivity Modulation

ARTIFICIAL COGNITIVE ARCHITECTURE INCORPORATING COGNITIVE COMPUTATION, INDUCTIVE BIAS AND MULTI-MEMORY SYSTEMS

Method and System for Mimicking Saccadic Human Eye Movements in an Artificial Neural Network

Framework for Continual Learning Method in Vision Transformers with Representation Replay

Computer-Implemented Method and a System for a Biologically Plausible Framework for Continual Learning in Artificial Neural Network

Method and System for Multi-Task Structural Learning

Method and System for Instilling Shape-Awareness to Self-Supervised Learning Domain

Method and System for Multi-Scale Vision Transformer Architecture

Method and System for Dynamic Compositional General Continual Learning

Differencing based self-supervised scene change detection (D-SSCD) with temporal consistency

Similarity Guided Progressive Decoder Fusion in Neural Networks Deep Learning

Method to Add Inductive Bias into Deep Neural Networks to Make Them More Shape-Aware

Computer-Implemented Method of Synaptic Consolidation and Experience Replay in a Dual Memory Architecture

Consistency-Regularization Based Approach for Mitigating Catastrophic Forgetting in Continual Learning

AI based change detection system for executing a method to detect changes in geo-tagged videos to update HD maps

SELF-SUPERVISED MUTUAL LEARNING FOR BOOSTING GENERALIZATION IN COMPACT NEURAL NETWORKS

SELF-SUPERVISED BASED APPROACH FOR MITIGATING CATASTROPHIC FORGETTING IN CONTINUAL LEARNING

Computer-Implemented Method of Self-Supervised Learning in Neural Network for Robust and Unified Estimation of Monocular Camera Ego-Motion and Intrinsics

Deep Learning Based Multi-Sensor Detection System for Executing a Method to Process Images from a Visual Sensor and from a Thermal Sensor for Detection of Objects in Said Images

Differencing based self-supervised pretraining for change detection (D-SSCD)

Semantic segmentation architecture

COMPLEMENTARY LEARNING SYSTEM BASED EXPERIENCE REPLAY (CLS-ER)

Computer-implemented method to improve scale consistency and/or scale awareness in a model of self-supervised depth and ego-motion prediction neural networks

Method and System for Generating Ground-Truth Annotations of Roadside Objects in Video Data

Computer-Implemented Method of Training a Computer-Implemented Deep Neural Network and Such a Network

System and method for computing the 3D position of a semantic landmark in images from the real world

Semantic segmentation architecture

METHOD FOR TRAINING A ROBUST DEEP NEURAL NETWORK MODEL

Real-time scene understanding system