Search Results for author: Denis G. Pelli

Found 3 papers, 1 papers with code

SATBench: Benchmarking the speed-accuracy tradeoff in object recognition by humans and dynamic neural networks

1 code implementation16 Jun 2022 Ajay Subramanian, Sara Price, Omkar Kumbhar, Elena Sizikova, Najib J. Majaj, Denis G. Pelli

Using FLOPs as an analog for reaction time, we compare networks with humans on curve-fit error, category-wise correlation, and curve steepness, and conclude that cascaded dynamic neural networks are a promising model of human reaction time in object recognition tasks.

Benchmarking Object Recognition

Anytime Prediction as a Model of Human Reaction Time

no code implementations25 Nov 2020 Omkar Kumbhar, Elena Sizikova, Najib Majaj, Denis G. Pelli

We conclude that Anytime classification (i. e. early exits) is a promising model for human reaction time in recognition tasks.

Using Human Psychophysics to Evaluate Generalization in Scene Text Recognition Models

no code implementations30 Jun 2020 Sahar Siddiqui, Elena Sizikova, Gemma Roig, Najib J. Majaj, Denis G. Pelli

Relative to the attention-based (Attn) model, we discover that the connectionist temporal classification (CTC) model is more robust to noise and occlusion, and better at generalizing to different word lengths.

Scene Text Recognition

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