diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..b9c68dca7f5a6132e5a7a6b95c60aa22a61c44c8 --- /dev/null +++ b/README.md @@ -0,0 +1,313 @@ +--- +license: cc-by-nc-nd-4.0 +task_categories: + - video-classification +language: + - en +tags: + - egocentric + - embodied-ai + - robotics + - real-world + - computer-vision + - dataset + - sample-dataset +size_categories: + - n<1K +--- + +# MEAT-CUT-sample + +## Overview + +This dataset provides a high-quality, multi-view synchronized capture of expert procedural tasks in a professional butchery environment. It specifically focuses on the complex manipulation of **non-rigid and deformable objects** (meat, sausage stuffing, and casings), a significant challenge in current robotics and computer vision research. + + + + +## Key Technical Features + +* **Synchronized Multi-View FPV & 3rd Person:** Includes perfectly aligned ego-centric (First-Person View) and multiple third-person perspectives. +* **Expert Human Narration:** Each task is accompanied by a human voice-over explaining the **intent, tactile feedback, and professional heuristics** behind every gesture. +* **Non-Rigid Physics:** Captures complex material behaviors such as plasticity, elasticity, and shear during the sausage-making process. +* **Multimodal Grounding:** Provides a direct link between visual actions and expert verbal instructions, ideal for training **Vision-Language Models (VLM)**. +* **High-Quality, Multi-View Synchronization:** All views are precisely time-aligned to ensure seamless cross-modal understanding. + +## Use Cases for Research + +* **Embodied AI & World Models:** Training agents to predict the physical consequences of interacting with deformable organic matter. +* **Procedural Task Learning:** Modeling long-form sequential actions where step order and expert intent are critical. +* **Tactile-Visual Inference:** Learning to estimate force and material resistance through visual observation and expert narration. + +## Full Dataset Specifications + +This Hugging Face repository contains a **5-minute preview sample**. The full professional corpus includes: +* **Total Duration:** 50+ hours of continuous expert operations. +* **Tasks:** Full-cycle sausage production, precise meat cutting, and tool maintenance. +* **Data Quality:** 4K resolution, studio-grade audio, and temporal action annotations. + +## Dataset Statistics + +This section provides detailed statistics extracted from `dataset_metadata.json`: + +### Overall Statistics + +- **Dataset Name**: MEAT-CUT-sample +- **Batch ID**: 02 +- **Total Clips**: 214 +- **Number of Sequences**: 2 +- **Number of Streams**: 2 +- **Stream Types**: ego, third + +### Duration Statistics + +- **Total Duration**: 6.42 minutes (385.20 seconds) +- **Average Clip Duration**: 1.80 seconds +- **Min Clip Duration**: 1.80 seconds +- **Max Clip Duration**: 1.80 seconds + +### Clip Configuration + +- **Base Clip Duration**: 1.00 seconds +- **Clip Duration with Padding**: 1.80 seconds +- **Padding**: 400 ms + +### Statistics by Stream Type + +#### Ego + +- **Number of clips**: 107 +- **Total duration**: 3.21 minutes (192.60 seconds) +- **Average clip duration**: 1.80 seconds +- **Min clip duration**: 1.80 seconds +- **Max clip duration**: 1.80 seconds + +#### Third + +- **Number of clips**: 107 +- **Total duration**: 3.21 minutes (192.60 seconds) +- **Average clip duration**: 1.80 seconds +- **Min clip duration**: 1.80 seconds +- **Max clip duration**: 1.80 seconds + +> **Note**: Complete metadata is available in `dataset_metadata.json` in the dataset root directory. + +## Dataset Structure + +The dataset uses a **unified structure** where each example contains all synchronized video streams: + +``` +dataset/ +├── data-*.arrow # Dataset files (Arrow format) +├── dataset_info.json # Dataset metadata +├── dataset_metadata.json # Complete dataset statistics +├── state.json # Dataset state +├── README.md # This file +├── medias/ # Media files (mosaics, previews, etc.) +│ └── mosaic.mp4 # Mosaic preview video +└── videos/ # All video clips + └── ego/ # Ego video clips + └── third/ # Third video clips +``` + +### Dataset Format + +The dataset contains **214 synchronized scenes** in a single `train` split. Each example includes: + +- **Synchronized video columns**: One column per flux type (e.g., `ego_video`, `third_video`, `top_video`) +- **Scene metadata**: `scene_id`, `sync_id`, `duration_sec`, `fps` +- **Rich metadata dictionary**: Task, environment, audio info, and synchronization details + +All videos in a single example are synchronized and correspond to the same moment in time. + +## Usage + +### Load Dataset + +```python +from datasets import load_dataset + +# Load from Hugging Face Hub +dataset = load_dataset('orgn3ai/MEAT-CUT-sample') + +# IMPORTANT: The dataset has a 'train' split +# Check available splits +print(f"Available splits: {list(dataset.keys())}") # Should show: ['train'] + +# Or load from local directory +# from datasets import load_from_disk +# dataset = load_from_disk('outputs/02/dataset') + +# Access the 'train' split +train_data = dataset['train'] + +# Access synchronized scenes from the train split +example = train_data[0] # First synchronized scene + +# Or directly: +example = dataset['train'][0] # First synchronized scene + +# Access all synchronized videos +ego_video = example['ego_video'] # Ego-centric view +third_video = example['third_video'] # Third-person view + +# Access metadata +print(f"Scene ID: {example['scene_id']}") +print(f"Duration: {example['duration_sec']}s") +print(f"FPS: {example['fps']}") +print(f"Metadata: {example['metadata']}") + +# Get dataset info +print(f"Number of examples in train split: {len(dataset['train'])}") +``` + +### Access Synchronized Videos + +Each example contains all synchronized video streams. Access them directly: + +```python +import cv2 +from pathlib import Path + +# IMPORTANT: Always access the 'train' split +# Get a synchronized scene from the train split +example = dataset['train'][0] + +# Access video objects (Video type stores path in 'path' attribute or as dict) +ego_video_obj = example.get('ego_video') +third_video_obj = example.get('third_video') + +# Extract path from Video object (Video type stores: {{'path': 'videos/ego/0000.mp4', 'bytes': ...}}) +def get_video_path(video_obj): + if isinstance(video_obj, dict) and 'path' in video_obj: + return video_obj['path'] + elif isinstance(video_obj, str): + return video_obj + else: + return getattr(video_obj, 'path', str(video_obj)) + +ego_video_path = get_video_path(ego_video_obj) +third_video_path = get_video_path(third_video_obj) + +# Resolve full paths from dataset cache (when loading from Hub) +cache_dir = Path(dataset['train'].cache_files[0]['filename']).parent.parent +ego_video_full_path = cache_dir / ego_video_path +third_video_full_path = cache_dir / third_video_path + +# Process all synchronized videos together +# IMPORTANT: Iterate over the 'train' split +for example in dataset['train']: + scene_id = example['scene_id'] + sync_id = example['sync_id'] + metadata = example['metadata'] + + print(f"Scene {{scene_id}}: {{metadata['num_fluxes']}} synchronized fluxes") + print(f"Flux names: {{metadata['flux_names']}}") + + # Access video paths and resolve them + ego_video_path = example.get('ego_video') + third_video_path = example.get('third_video') + + # Resolve full paths + ego_video_full = cache_dir / ego_video_path + third_video_full = cache_dir / third_video_path + + # Process synchronized videos... +``` + +### Filter and Process + +```python +# IMPORTANT: Always work with the 'train' split +# Filter by sync_id +scene = dataset['train'].filter(lambda x: x['sync_id'] == 0)[0] + +# Filter by metadata +scenes_with_audio = dataset['train'].filter(lambda x: x['metadata']['has_audio']) + +# Access metadata fields +# Iterate over the 'train' split +for example in dataset['train']: + task = example['metadata']['task'] + environment = example['metadata']['environment'] + has_audio = example['metadata']['has_audio'] + flux_names = example['metadata']['flux_names'] + sync_offsets = example['metadata']['sync_offsets_ms'] +``` + +### Dataset Features + +Each example contains: + +- **`scene_id`**: Unique scene identifier (e.g., "01_0000") +- **`sync_id`**: Synchronization ID linking synchronized clips +- **`duration_sec`**: Duration of the synchronized clip in seconds +- **`fps`**: Frames per second (default: 30.0) +- **`batch_id`**: Batch identifier +- **`dataset_name`**: Dataset name from config +- **`ego_video`**: Video object for ego-centric view (Hugging Face `Video` type with `decode=False`, stores path) +- **`third_video`**: Video object for third-person view (Hugging Face `Video` type with `decode=False`, stores path) +- **`metadata`**: Dictionary containing: + - `task`: Task identifier + - `environment`: Environment description + - `has_audio`: Whether videos contain audio + - `num_fluxes`: Number of synchronized flux types + - `flux_names`: List of flux names present + - `sequence_ids`: List of original sequence IDs + - `sync_offsets_ms`: List of synchronization offsets + +### Access Video Files + +```python +import cv2 +from pathlib import Path + +# Get an example +example = dataset['train'][0] + +# Access video paths (stored as relative paths) +ego_video_path = example.get('ego_video') # e.g., 'videos/ego/0000.mp4' + +# Resolve full path from dataset cache (when loading from Hub) +cache_dir = Path(dataset['train'].cache_files[0]['filename']).parent.parent +ego_video_full_path = cache_dir / ego_video_path + +# Load video using OpenCV or other library +cap = cv2.VideoCapture(str(ego_video_full_path)) + +# Or use a helper function +def get_video_path(dataset, example, flux_name): + """Get the full path to a video file from a dataset example.""" + cache_dir = Path(dataset['train'].cache_files[0]['filename']).parent.parent + video_relative_path = example[f'{flux_name}_video'] + return cache_dir / video_relative_path + +# Usage +ego_path = get_video_path(dataset, example, 'ego') +cap = cv2.VideoCapture(str(ego_path)) +``` + +## Additional Notes + +**Important**: This dataset uses a unified structure where each example contains all synchronized video streams in separate columns. All examples are in the `train` split. + +**Synchronization**: Videos in the same example (same index in the `train` split) are automatically synchronized. They share the same `sync_id` and correspond to the same moment in time. + +**Video Paths**: Video paths are stored using Hugging Face's `Video` type with `decode=False`. To access the actual file path, extract the `path` attribute from the Video object (see examples above). + +- `clip_index`: Clip index within the flux folder +- `duration_sec`: Clip duration in seconds +- `start_time_sec`: Start time in source video +- `batch_id`, `dataset_name`, `source_video`, `sync_offset_ms`: Additional metadata + +## Commercial Licensing & Contact + +The complete dataset is available for commercial licensing and large-scale industrial or academic research. It offers deep insights into "tacit knowledge" that is otherwise unavailable in public video repositories. +**To discuss full access or custom data collection, please contact : lain@gmail.com ** + +## License + +This dataset is licensed under **cc-by-nc-nd-4.0**. diff --git a/dataset_dict.json b/dataset_dict.json new file mode 100644 index 0000000000000000000000000000000000000000..40d5c04b431649b5c469de1fd03044ba97b6fded --- /dev/null +++ b/dataset_dict.json @@ -0,0 +1 @@ +{"splits": ["train"]} \ No newline at end of file diff --git a/dataset_metadata.json b/dataset_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..629908acab13e0da51140471bc5d0f7904ae7e5b --- /dev/null +++ b/dataset_metadata.json @@ -0,0 +1,75 @@ +{ + "dataset_name": "MEAT-CUT-sample", + "batch_id": "02", + "total_clips": 214, + "num_sequences": 2, + "num_streams": 2, + "stream_types": [ + "ego", + "third" + ], + "padding_ms": 400, + "default_duration_ms": 1000, + "clip_duration_ms": { 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