✨Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
📝 Summary:
MLLMs struggle with fine-grained perception due to latency from iterative zooming. Region-to-Image Distillation internalizes zooming into a single forward pass by training a model on region-grounded data. This significantly improves fine-grained perception without tool calls, achieving leading pe...
🔹 Publication Date: Published on Feb 12
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2602.11858
• PDF: https://arxiv.org/pdf/2602.11858
• Github: https://github.com/inclusionAI/Zooming-without-Zooming
🔹 Models citing this paper:
• https://huggingface.co/inclusionAI/ZwZ-8B
• https://huggingface.co/inclusionAI/ZwZ-4B
• https://huggingface.co/inclusionAI/ZwZ-7B
✨ Datasets citing this paper:
• https://huggingface.co/datasets/inclusionAI/ZwZ-RL-VQA
• https://huggingface.co/datasets/inclusionAI/ZoomBench
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#MultimodalAI #ComputerVision #FineGrainedPerception #DeepLearning #ModelDistillation
📝 Summary:
MLLMs struggle with fine-grained perception due to latency from iterative zooming. Region-to-Image Distillation internalizes zooming into a single forward pass by training a model on region-grounded data. This significantly improves fine-grained perception without tool calls, achieving leading pe...
🔹 Publication Date: Published on Feb 12
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2602.11858
• PDF: https://arxiv.org/pdf/2602.11858
• Github: https://github.com/inclusionAI/Zooming-without-Zooming
🔹 Models citing this paper:
• https://huggingface.co/inclusionAI/ZwZ-8B
• https://huggingface.co/inclusionAI/ZwZ-4B
• https://huggingface.co/inclusionAI/ZwZ-7B
✨ Datasets citing this paper:
• https://huggingface.co/datasets/inclusionAI/ZwZ-RL-VQA
• https://huggingface.co/datasets/inclusionAI/ZoomBench
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#MultimodalAI #ComputerVision #FineGrainedPerception #DeepLearning #ModelDistillation
arXiv.org
Zooming without Zooming: Region-to-Image Distillation for...
Multimodal Large Language Models (MLLMs) excel at broad visual understanding but still struggle with fine-grained perception, where decisive evidence is small and easily overwhelmed by global...