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Research map / Vision-language and multimodal / Human and embodied modeling

AON: Towards Arbitrarily-Oriented Text Recognition

CVPR 2018 · Vision-language and multimodal › Human and embodied modeling · approach: Language-grounded scene text and structure · 329 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Remove CN and concatenate horizontal and vertical features along the temporal axis (ablation)AON · All benchmarksaccuracy: averagely about 4% lowerHurt
Remove CN and concatenate horizontal and vertical features along the channel axis (ablation)AON · All benchmarksconvergence and recognition performanceHurt
Use only right-to-left and bottom-to-top directional features (ablation)AON · Arbitrarily-oriented text imagesvisual feature representationHurt

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