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Michael Herzog

2 accepted papers

2025

Contour Integration Underlies Human-Like Vision

ICML 2025poster

Despite the tremendous success of deep learning in computer vision, models still fall behind humans in generalizing to new input distributions. Existing benchmarks do not investigate the specific failure points of models by analyzing performance under many controlled conditions. Our study systematic…

Cited by 0SourcePDFScholar
2024

Latent Noise Segmentation: How Neural Noise Leads to the Emergence of Segmentation and Grouping

ICML 2024poster

Humans are able to segment images effortlessly without supervision using perceptual grouping. Here, we propose a counter-intuitive computational approach to solving unsupervised perceptual grouping and segmentation: that they arise *because* of neural noise, rather than in spite of it. We (1) mathem…