| --- |
| license: cc-by-4.0 |
| tags: |
| - biology |
| - biology-images |
| - stem |
| - life-science |
| - biological-images |
| - educational-images |
| - scientific-images |
| - computer-vision |
| - image-classification |
| - object-detection |
| - image-understanding |
| - visual-reasoning |
| - multimodal |
| - vision-language |
| - biology-education |
| - scientific-diagrams |
| - educational-ai |
| - image-captioning |
| - visual-question-answering |
| - machine-learning |
| - deep-learning |
| - sft |
| - rlhf |
| - self-supervised-learning |
|
|
| task_categories: |
| - image-classification |
| - visual-question-answering |
| --- |
| **Dataset Description:** |
|
|
| **This Biology image dataset is part of a large-scale STEM image dataset containing 383,697 images, designed to support the development and training of advanced computer vision, educational AI, and multimodal learning systems.** |
|
|
| Additionally, this dataset can be used in pipelines for **Supervised Fine-Tuning (SFT) and Reinforcement Learning with Human Feedback (RLHF) workflows**, improving model performance in scientific image understanding, visual reasoning, concept recognition, and educational content analysis tasks. |
|
|
| **Dataset Specification** |
|
|
| ``` |
| -Modality: Image |
| -Subject: Biology |
| -Parent Dataset: STEM Images |
| -Total STEM Images: 383,697 |
| -Language: English |
| -Data Nature: Real-world and curated educational data |
| ``` |
|
|
| **Key Use Cases** |
|
|
| ``` |
| -Scientific image classification |
| -Biological structure and specimen recognition |
| -Educational content understanding |
| -Visual reasoning and concept learning |
| -Image captioning and scientific diagram interpretation |
| -Multimodal AI training and evaluation |
| -Model evaluation and benchmarking |
| ``` |
|
|
| **Value of This Dataset** |
|
|
| ``` |
| -Enables AI-driven scientific image understanding |
| -Improves biological concept recognition and classification |
| -Supports educational AI and STEM learning applications |
| -Helps build AI-powered scientific content analysis systems |
| -Enhances performance in biology-related vision tasks |
| -Strengthens multimodal AI systems with STEM domain knowledge |
| ``` |
|
|
| **Basic JSON schema** |
| ```json |
| { |
| "file_name": "string", |
| "image": "Image", |
| "width": "int32", |
| "height": "int32", |
| "format": "string", |
| "mode": "string", |
| "metadata": "dict" |
| } |
| ``` |
|
|
|
|
| **Data Creation** |
|
|
| Procured through formal agreements and generated in the ordinary course of business. |
|
|
| **Considerations** |
|
|
| This dataset is provided for research and educational purposes only. It contains only sample data. For access to the full dataset and enterprise licensing options, please visit our website [InfoBay.AI](https://infobay.ai/) or contact us directly. |
|
|
| ``` |
| -Ph: (91) 8303174762 |
| -Email: datareq@infobay.ai |
| ``` |
|
|
