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2025 1

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Expanding Zero-Shot Object Counting with Rich Prompts

cs.CV · 2025-05-21 · conditional · novelty 5.0

RichCount improves zero-shot object counting by enriching text prompts with MLLM-generated descriptions and aligning them to CLIP visual features, achieving state-of-the-art mean absolute error on three counting benchmarks.

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  • Expanding Zero-Shot Object Counting with Rich Prompts cs.CV · 2025-05-21 · conditional · none · ref 8

    RichCount improves zero-shot object counting by enriching text prompts with MLLM-generated descriptions and aligning them to CLIP visual features, achieving state-of-the-art mean absolute error on three counting benchmarks.