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+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
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+---
+license: cc-by-nc-sa-4.0
+language:
+- en
+tags:
+- lottie
+- animation
+- vector-graphics
+- motion-graphics
+- multi-modal
+size_categories:
+- 1M<n<10M
+configs:
+- config_name: Lottie
+  data_files: data/Lottie/*.parquet
+- config_name: Lottie_SVG
+  data_files: data/Lottie_SVG/*.parquet
+---
+
+# MMLottie-2M Dataset
+
+The first large-scale Lottie animation dataset for multi-modal vector animation generation, containing ~2M samples with diverse motion patterns and visual styles.
+
+## Dataset Overview
+
+**MMLottie-2M** consists of two complementary subsets designed to support comprehensive training for Lottie animation generation:
+
+### 1. Lottie Subset 
+
+**Native Lottie animations** collected from major online platforms including LottieFiles, IconScout, Flaticon, Iconfont, and Icons8.
+
+**Data Processing:**
+- Removal of irrelevant elements (base64 images, non-visual layers, After Effects expressions)
+- Filtering of non-parameterizable layers
+- Spatial normalization to 512×512 canvas
+- Temporal normalization to 0-16 timestamp range
+- Center alignment with aspect ratio preservation
+
+**Purpose:** Provides authentic motion graphics with complex layer structures and real-world motion patterns.
+
+### 2. Lottie_SVG Subset 
+
+**SVG-to-Lottie converted animations** generated from the large-scale OmniSVG collection with motion augmentation.
+
+**Generation Process:**
+- Base: Static SVG files from MMSVG-2M dataset
+- Motion Transfer: 1,678 canonical motion templates extracted from native Lottie files
+- Motion Patterns: Translations, zooms, rotations, opacity changes, and combinations
+- Augmentation: Automated keyframe injection to create diverse motion dynamics
+
+**Purpose:** Decouples visual content from motion semantics, enabling better alignment between visual components and animation conditions. Reduces the path distribution gap and increases animated layer coverage for improved model training.
+
+**Key Characteristics:**
+- Motion signatures encoding temporal patterns (e.g., "fade-in + upward motion + scale-down")
+- Semantically clustered motion templates with caption keywords
+- Reduces path distribution gap from 24% to <1%
+- Increases animated layer coverage from 0% to 16%
+
+
+## Usage
+
+### Load specific configuration
+
+```python
+from datasets import load_dataset
+
+# Load native Lottie animations
+dataset_lottie = load_dataset("OmniLottie/MMLottie-2M", "Lottie")
+
+# Load SVG-based Lottie animations with motion augmentation
+dataset_svg = load_dataset("OmniLottie/MMLottie-2M", "Lottie_SVG")
+```
+
+### Load subset of data
+
+```python
+# Load first 1000 samples from Lottie_SVG
+dataset_subset = load_dataset("OmniLottie/MMLottie-2M", "Lottie_SVG", split="train[:1000]")
+
+# Load 10% of Lottie data
+dataset_10pct = load_dataset("OmniLottie/MMLottie-2M", "Lottie", split="train[:10%]")
+```
+
+### Load all configurations
+
+```python
+# Load both configurations together
+dataset_all = load_dataset("OmniLottie/MMLottie-2M")
+```
+
+## Dataset Fields
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `id` | string | Unique identifier (MD5 hash) |
+| `source` | string | Data source ("Lottie" or "Lottie_SVG") |
+| `lottie_json` | string | Normalized Lottie JSON (512×512, 0-16 frames) |
+| `image` | Image | PNG preview image |
+| `video` | Video | MP4 animation (h264 encoding, random light background) |
+| `detail` | string | Detailed caption (subjects, objects, motion, color, style) |
+| `desc_en` | string | English description with temporal details |
+| `keywords_en` | string | Keywords emphasizing geometry and motion |
+| `token_length` | int64 | Token length of Lottie JSON |
+| `motion_type` | string | Motion pattern type (Lottie_SVG only) |
+| `motion_caption` | string | Motion-specific caption (Lottie_SVG only) |
+
+## Supported Tasks
+
+This dataset supports three multi-modal vector animation generation tasks:
+
+1. **Text-to-Lottie**: Generate Lottie animations from text descriptions
+2. **Image-Text-to-Lottie**: Generate animations from image + text (foreground motion focus)
+3. **Video-to-Lottie**: Generate parameterized Lottie from video demonstrations
+
+## Data Annotation
+
+Annotations are generated using Vision-Language Models (VLMs) with a coarse-to-fine strategy:
+
+1. **Coarse**: Overall caption covering subjects, objects, motion, color, and style
+2. **Fine**: Temporal details across frames with cues like "begins with" and "then"
+3. **Emphasis**: Keywords highlighting geometry and motion for better text-following
+
+## Citation
+
+If you use this dataset, please cite:
+
+```bibtex
+@article{yang2026omnilottie,
+  title={OmniLottie: Generating Vector Animations via Parameterized Lottie Tokens},
+  author={Yiying Yang and Wei Cheng and Sijin Chen and Honghao Fu and Xianfang Zeng and Yujun Cai and Gang Yu and Xinjun Ma},
+  journal={arXiv preprint arxiv:2603.02138},
+  year={2026}
+}
+```
+
+
+## Acknowledgments
+
+We thank the following projects and resources for their valuable contributions:
+
+- **Data Sources**: [LottieFiles](https://lottiefiles.com), [IconScout](https://iconscout.com), [Flaticon](https://www.flaticon.com), [Iconfont](https://www.iconfont.cn), [Icons8](https://icons8.com)
+- **[python-lottie](https://github.com/eltiempoes/python-lottie)**: For providing excellent tools for Lottie manipulation and processing
+- **[MMSVG-Icon](https://huggingface.co/datasets/OmniSVG/MMSVG-Icon)**, **[MMSVG-Illustration](https://huggingface.co/datasets/OmniSVG/MMSVG-Illustration)**: For inspiring our multi-modal data curation approach
+
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