Tyler Hayes's Projects
Avalanche: a End-to-End Library for Continual Learning.
PyTorch code for our BMVC-2022 paper "Can I see an Example? Active Learning the Long Tail of Attributes and Relations"
PyTorch code for our CVPRW-2021 paper "Selective Replay Enhances Learning in Online Continual Analogical Reasoning"
PyTorch implementation of the Deep SLDA method from our CVPRW-2020 paper "Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis"
PyTorch code for our CoLLAs-2022 paper "Online Continual Learning for Embedded Devices"
PyTorch implementation of the ExStream method from our ICRA-2019 paper "Memory Efficient Experience Replay for Streaming Learning"
Torch implementation of ResNet from http://arxiv.org/abs/1512.03385 and training scripts
A negative case analysis of visual grounding methods for VQA (ACL 2020 short paper)
PyTorch implementation of the REMIND method from our ECCV-2020 paper "REMIND Your Neural Network to Prevent Catastrophic Forgetting"
The Stream-51 dataset for streaming classification and novelty detection from videos.
Compare different stream clustering algorithms
Personal website for Tyler Hayes.