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Emin Orhan's Projects

adept icon adept

adept intuitive physics benchmark data & tools

baby-vision icon baby-vision

Self-supervised learning through the eyes of a child

babylm icon babylm

Experiments for the BabyLM challenge

bold-5000 icon bold-5000

fMRI signals from visual cortical areas are too noisy to distinguish between drastically different image recognition models

human-ssl icon human-ssl

How much "human-like" visual experience do current self-supervised learning algorithms need to achieve human-level object recognition?

humanlike-vits icon humanlike-vits

ViT models pretrained with up to ~5k hours of human-like video data

hvm-1 icon hvm-1

Video models trained on ~5k hours of human-like video data

igpt-memory icon igpt-memory

Can deep learning match the efficiency of human visual long-term memory for object details?

igpt-ood icon igpt-ood

Probing the ood behavior of OpenAI iGPT models

inevitable-probability icon inevitable-probability

Efficient probabilistic inference in generic neural networks trained with non-probabilistic feedback

mae icon mae

Masked Autoencoders for image-based SSL

mae_st icon mae_st

Spatiotemporal Masked Autoencoders for video-based SSL

nano-gpt icon nano-gpt

a clone of Andrej Karpathy's nano-gpt implementation

nonnormal-init icon nonnormal-init

Sequential non-normal initializers for recurrent neural networks

numerical-fisher icon numerical-fisher

Numerical optimization of Fisher information for a parametrized population code

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