QUANet improves text-promptable object counting by training with quantity-specified text prompts, a vision-text quantity alignment loss, and a dual-stream density decoder.
Reproducible scal- ing laws for contrastive language-image learning
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Text-promptable Object Counting via Quantity Awareness Enhancement
QUANet improves text-promptable object counting by training with quantity-specified text prompts, a vision-text quantity alignment loss, and a dual-stream density decoder.