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- # Dataset Card for Dataset Name
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- <!-- Provide a quick summary of the dataset. -->
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- This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).
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- ## Dataset Details
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- ### Dataset Description
 
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- <!-- Provide a longer summary of what this dataset is. -->
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- - **Curated by:** [More Information Needed]
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- - **Funded by [optional]:** [More Information Needed]
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- - **Shared by [optional]:** [More Information Needed]
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- - **Language(s) (NLP):** [More Information Needed]
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- - **License:** [More Information Needed]
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- ### Dataset Sources [optional]
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- <!-- Provide the basic links for the dataset. -->
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- - **Repository:** [More Information Needed]
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- - **Paper [optional]:** [More Information Needed]
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- - **Demo [optional]:** [More Information Needed]
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-
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- ## Uses
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-
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- <!-- Address questions around how the dataset is intended to be used. -->
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- ### Direct Use
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- <!-- This section describes suitable use cases for the dataset. -->
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- [More Information Needed]
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- ### Out-of-Scope Use
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- <!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->
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- [More Information Needed]
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  ## Dataset Structure
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- <!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
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- [More Information Needed]
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- ## Dataset Creation
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- ### Curation Rationale
 
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- <!-- Motivation for the creation of this dataset. -->
 
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- [More Information Needed]
 
 
 
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- ### Source Data
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- <!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
 
 
 
 
 
 
 
 
 
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- #### Data Collection and Processing
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- <!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
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- [More Information Needed]
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- #### Who are the source data producers?
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- <!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
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- [More Information Needed]
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- ### Annotations [optional]
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- <!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->
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- #### Annotation process
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- <!-- This section describes the annotation process such as annotation tools used in the process, the amount of data annotated, annotation guidelines provided to the annotators, interannotator statistics, annotation validation, etc. -->
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- [More Information Needed]
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- #### Who are the annotators?
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- <!-- This section describes the people or systems who created the annotations. -->
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- [More Information Needed]
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- #### Personal and Sensitive Information
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- <!-- State whether the dataset contains data that might be considered personal, sensitive, or private (e.g., data that reveals addresses, uniquely identifiable names or aliases, racial or ethnic origins, sexual orientations, religious beliefs, political opinions, financial or health data, etc.). If efforts were made to anonymize the data, describe the anonymization process. -->
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- ## Bias, Risks, and Limitations
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- <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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- [More Information Needed]
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- ### Recommendations
 
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- <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
 
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- Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
 
 
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- ## Citation [optional]
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- <!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
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- **BibTeX:**
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- [More Information Needed]
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- **APA:**
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- [More Information Needed]
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- ## Glossary [optional]
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- <!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
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- [More Information Needed]
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- ## More Information [optional]
 
 
 
 
 
 
 
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- [More Information Needed]
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- ## Dataset Card Authors [optional]
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- ## Dataset Card Contact
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- [More Information Needed]
 
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  ---
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+ # 🧠 Open Humnoid Actuated Face Dataset
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+ <img src="https://huggingface.co/datasets/iamirulofficial/Test2/resolve/main/imgesFace.png" alt="Sample Face Image" width="400"/>
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+ ## Dataset Summary
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+ The **Open Humnoid Actuated Face Dataset** has been created to support researchers and developers working on **face-head actuated simulations** for robotics, reinforcement learning, and human-computer interaction.
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+ The data was collected during a **reinforcement learning (RL)** training process where the agent’s goal was to replicate human facial expressions using a humanoid head model.
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+ The dataset pairs **actuator angle positions** with corresponding **images** of a humanoid face (modified *i2Head InMoov* with a silicon skin). The system consists of **16 actuators** controlling facial regions and eyes.
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+ ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Dataset Structure
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+ Each data sample contains:
 
 
 
 
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+ - **Actuated Angles**:
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+ - 16 actuator values representing positions/angles controlling the face and eyes.
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+ - **Face Image**:
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+ - RGB image of the humanoid face (resolution: **[FILL_RESOLUTION]**) matching the actuator positions.
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+ - **Actuator Position Images**:
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+ - Annotated actuator mapping images:
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+ - Full Face Actuator Map.
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+ - Eye Actuator Map.
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+ ### Actuator Details
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+ | Index | Actuator | Index | Actuator |
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+ | :---: | ------------------------ | :---: | -------------------- |
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+ | 00 | Cheek - Left | 08 | Eyelid Upper - Right |
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+ | 01 | Cheek - Right | 09 | Eyelid Lower - Right |
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+ | 02 | Eyeball Sideways - Left | 10 | Forehead - Right |
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+ | 03 | Eyeball Up Down - Left | 11 | Forehead - Left |
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+ | 04 | Eyelid Upper - Left | 12 | Upper Nose |
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+ | 05 | Eyelid Lower - Left | 13 | Eyebrow - Right |
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+ | 06 | Eyeball Up Down - Right | 14 | Jaw |
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+ | 07 | Eyeball Sideways - Right | 15 | Eyebrow - Left |
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+ ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ **Actuator Mapping Images**:
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+ **Full Face Actuator Map**
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+ <p align="center"> <img src="https://huggingface.co/datasets/iamirulofficial/Test2/resolve/main/Screenshot%202025-05-02%20at%204.04.28%E2%80%AFPM.png" alt="Full Face Actuator Map" width="35%"/> <img src="https://huggingface.co/datasets/iamirulofficial/Test2/resolve/main/Screenshot%202025-05-02%20at%204.03.56%E2%80%AFPM.png" alt="Eye Actuator Map" width="35%"/> </p>
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+ ---
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+ ## Dataset Size
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+ - **Total Samples**: [FILL_NUMBER_OF_SAMPLES]
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+ - **Splits**: No predefined splits. However, users can load either the full dataset or a smaller subset using the provided configuration.
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+ ---
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+ ## Usage
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+ You can load either the full dataset or a small subset for quick experiments:
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+ ```python
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+ from datasets import load_dataset
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+ # Load the small config (with actuated angles)
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+ ds = load_dataset("./", name="small", data_dir=".") # Ideally use repo ID
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+ # push everything—including arrow files—to your hub repo
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+ ds.push_to_hub("iamirulofficial/TestImageDataset")
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+ ````
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+ ---
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+ ## Data Collection Method
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+ Stay tuned — more details will be available in the upcoming paper describing the RL training process, actuator control policies, and data generation methodology.
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+ ---
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+ ## License
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+ This dataset is released under the **MIT License**.
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+ ---
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+ ## Citation
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+ If you use this dataset, please cite:
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+ ```bibtex
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+ @misc{faceheadactuated2025,
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+ title = {Open Humnoid Actuated Face Dataset},
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+ author = {Your Name or Organization},
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+ year = {2025},
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+ url = {https://huggingface.co/datasets/YOUR_DATASET_PATH}
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+ }
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+ ```
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+ ---
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+ ## Acknowledgements
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+ Special thanks to the team developing the **i2Head InMoov** platform and contributors to the silicon skin design.
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