This model classifies photographs as non-stairs (0) or stairs (1). It fine-tunes a pretrained ResNet-18 with AutoGluon MultiModal. Supply a pandas DataFrame with an image column of local image-file paths. predict() returns 0 or 1, and predictproba() returns class probabilities. Input resolution and expected preprocessing Prepare new photos the same way as the dataset: convert to RGB and pad to a square before resizing. Otherwise, the center crop removes the edges of non-square photos, which may cut off the stairs. Source: Stairs vs. non-stairs photographs. Published splits were used unchanged. Augmentation pipeline. Augmentation happens at two stages. The dataset stores offline variants of…
Independent publisher
Perrin Woods
pcwoods
Models in Library1
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Models on Hugging Face3
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Published tasks: Image classification.
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