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Muhammad Ibraheem Siddiqui

1 paper indexed

arxivcs.CV2026-07-02

AdaCount: Training-Free Similarity-Guided Spatial and Feature Adaptation for Zero-Shot Object Counting

Muhammad Ibraheem Siddiqui, Muhammad Haris Khan

Zero-shot object counting (ZOC) aims to count instances of arbitrary object categories specified only through textual prompts. Recent training-free approaches leverage foundation models such as SAM to reformulate counting as a prompt-driven segmentation task, eliminating the need…

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