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40 repositories

Dynamic-Neural-Regeneration
Public
Dynamic
0•0•0•0•Updated Oct 29, 2024Oct 29, 2024
DARE
Public
Official Repository for the ICML 2024 paper "Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method"
Python
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MIT License
•0•8•1•0•Updated Sep 20, 2024Sep 20, 2024
MultiModal-CL
Public
The official PyTorch code for CoLLAs'24 Paper "Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning"
Python
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MIT License
•0•0•0•0•Updated Jun 24, 2024Jun 24, 2024
AGILE
Public
AGILE
lifelong-learning continual-learning prompt-based-learning
Python
•0•0•0•0•Updated May 27, 2024May 27, 2024
CURE
Public
Official repository for ICLR'24 paper "Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training"
deep-neural-networks robustness adversarial-learning
Python
•0•1•0•0•Updated May 27, 2024May 27, 2024
IMEX-Reg
Public
IMEX-Reg TMLR 2024
Python
•0•4•0•0•Updated May 24, 2024May 24, 2024
LIFE
Public
The official PyTorch code for Pattern Recognition Paper "Enhancing Performance of Vision Transformers on Small Datasets through Local Inductive Bias Incorporation"
Python
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Apache License 2.0
•0•1•2•0•Updated Apr 27, 2024Apr 27, 2024
SSL-Prior
Public
Python
•0•1•0•0•Updated Apr 20, 2024Apr 20, 2024
TriRE
Public
Official repository for NeurIPS'23 paper "TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion"
deep-neural-networks continual-learning brain-inspired-ai
Python
•1•5•2•0•Updated Apr 15, 2024Apr 15, 2024
FOMO
Public
Mitigating robust overfitting in adversarial training using random forgetting
0•1•0•0•Updated Feb 23, 2024Feb 23, 2024
CUDE-MonoDepthCL
Public
Code for WACV'24 paper Continual Learning of Unsupervised Monocular Depth from Videos
Python
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MIT License
•0•5•0•0•Updated Dec 19, 2023Dec 19, 2023
MIMDepth
Public
Image Masking for Robust Self-Supervised Monocular Depth Estimation, accepted at ICRA 2023
deep-learning depth-estimation robustness vision-transformer
Python
•1•10•0•0•Updated Dec 17, 2023Dec 17, 2023
MT-SfMLearner
Public
Official code for 'Transformers in Unsupervised Structure-from-Motion' and 'Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics'
machine-learning transformers robustness monocular-depth-estimation transformer-architecture monocular-visual-odometry transformer-models ego-motion-estimation pose-estim computer-vision
Python
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MIT License
•2•11•1•0•Updated Nov 12, 2023Nov 12, 2023
DN4IL-dataset
Public
A new dataset for Domain-Incremental level setting in Continual Learning
0•2•0•0•Updated Oct 17, 2023Oct 17, 2023
DUCA
Public
Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning
dataset continual-learning brain-inspired-ai domain-incremental-learning
Python
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MIT License
•0•4•0•0•Updated Oct 17, 2023Oct 17, 2023
Bio-ANN
Public
The official repository for TMLR paper "A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning""
continual-learning brain-inspired-ai deep-learning
Python
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MIT License
•0•5•0•0•Updated Oct 11, 2023Oct 11, 2023
LURE
Public
Official repo of the TMLR paper "Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks"
deep-neural-networks online-learning deep-learning
Python
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MIT License
•2•3•0•0•Updated Oct 11, 2023Oct 11, 2023
BiRT
Public
Official Repository for the ICML 2023 paper "BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning"
deep-neural-networks lifelong-learning continual-learning vision-transformer brain-inspired-replay
Python
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Apache License 2.0
•1•12•0•0•Updated Oct 11, 2023Oct 11, 2023
CLS-ER
Public
The official PyTorch code for ICLR'22 Paper "Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System""
deep-neural-networks incremental-learning brain-inspired continual-learning lifelong-machine-learning online-continual-learning deep-learning
Python
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MIT License
•8•47•3•0•Updated Aug 7, 2023Aug 7, 2023
MTSL
Public
Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal
brain-inspired multitask-learning brain-inspired-ai
Python
•1•4•2•0•Updated Jun 21, 2023Jun 21, 2023
GreenerAI
Public
Code for "Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs" accepted at AIxIA 2021
Python
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MIT License
•0•0•0•0•Updated Apr 25, 2023Apr 25, 2023
G2S
Public
The official code for ICRA 2021 Paper: "Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation"
machine-learning computer-vision neural-networks sensor-fusion multimodal multimodal-deep-learning monocular-depth monocular-depth-estimation deep-learning
Python
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MIT License
•2•6•0•0•Updated Apr 18, 2023Apr 18, 2023
ESMER
Public
The official repository for ICLR'23 Paper "Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning"
deep-neural-networks lifelong-learning continual-learning brain-inspired-ai
Python
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MIT License
•0•7•0•0•Updated Apr 5, 2023Apr 5, 2023
DynamicContinualLearning
Public
Official Repository for the VISAPP 2023 paper "Dynamically Modular and Sparse General Continual Learning".
lifelong-learning continual-learning dynamic-neural-network
Python
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MIT License
•0•5•0•0•Updated Mar 23, 2023Mar 23, 2023
TAMiL
Public
Official repository for "Task-Aware Information Routing from Common Representation Space in Lifelong Learning"
deep-neural-networks lifelong-learning continual-learning
Python
•1•8•1•0•Updated Feb 22, 2023Feb 22, 2023
DSP
Public
Differencing based Self-supervised pretraining for scene change detection
deep-learning change-detection self-supervised-learning scene-change-detection
Python
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MIT License
•3•20•4•0•Updated Feb 15, 2023Feb 15, 2023
SCoMMER
Public
The official PyTorch code for AAAI'23 Paper "Sparse Coding in a Dual Memory System for Lifelong Learning"
sparsity deep-learning lifelong-learning continual-learning brain-inspired-ai
Python
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MIT License
•1•9•1•0•Updated Feb 15, 2023Feb 15, 2023
ConsistencyCL
Public
Official repo for "Consistency is the key to further mitigating catastrophic forgetting in continual learning"
deep-neural-networks incremental-learning continual-learning lifelong-machine-learning
Python
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MIT License
•1•8•0•0•Updated Dec 14, 2022Dec 14, 2022
TARC
Public
Official repo for "Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach"
deep-learning incremental-learning continual-learning self-supervised-learning
Python
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MIT License
•0•8•0•0•Updated Dec 14, 2022Dec 14, 2022
ProgressiveDecoderFusion
Public
Progressive Decoder Fusion, Accepted at CoLLAs, 2022.
image-reconstruction edge-detection semantic-segmentation depth-estimation surface-normals-estimation
Python
•0•0•0•0•Updated Dec 14, 2022Dec 14, 2022