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license: cc-by-nc-4.0
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---
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license: cc-by-nc-4.0
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---
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# SpatialForge: Bootstrapping 3D-Aware Spatial Reasoning from Open-World 2D Images
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🤗 [Hugging Face](https://huggingface.co/datasets/shana643/SpatialForge) |
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📑 [Paper](https://arxiv.org/html/2605.11462v1) |
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Zishan Liu, Ruoxi Zang, Yanglin Zhang, Wei Liu, Yin Zhang, Jian Yao, Jiayin Zheng, Zhengzhe Liu
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*Lingnan University · XPENG Robotics*
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The official data release for **SpatialForge-10M**: A Large-Scale Spatial Reasoning Dataset Bootstrapped from Open-World 2D Images.
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---
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## 📌 Important Notice
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This is the **full release** of SpatialForge-10M, containing **10 million** spatial QA pairs derived from **2.8 million** curated open-world images across six spatial tasks.
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**Key Features:**
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- ✅ **10M spatial QA pairs** spanning perception (grounding, referring, counting) and relation (near-far, left-right, perspective)
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- ✅ **Open-world diversity** — 2.8M images from Objects365, OpenImages, Pixmo
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- ✅ **CC BY-NC 4.0 license** — free for academic and non-commercial use
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> **Note**: All bounding boxes are normalized to `[0, 1000]` to align with Qwen3-VL's pre-training format.
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---
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## 🎯 Task Overview
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| Level | Task | Description | Count |
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|-------|------|-------------|-------|
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| **Perception** | Grounding | Localize objects from descriptions → bbox | 3.6M |
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| | Referring | Describe objects within a bbox | 3.6M |
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| | Counting | Count objects satisfying a condition | 495k |
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| **Relation** | Near-Far | Determine relative depth ordering | 2.6M |
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| | Left-Right | Identify horizontal relations (camera-centric) | 93k |
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| | Perspective | Reason from human-centric viewpoints | 8k |
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| **Total** | | | **10.2M** |
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