IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents
–Neural Information Processing Systems
Our dataset includes half a million design patents comprising 3.61 million figures along with captions from patents granted by the United States Patent and Trademark Office (USPTO) over a 16-year period from 2007 to 2022. We incorporate the metadata of each patent application with elaborate captions that are coherent with multiple viewpoints of designs. Even though patents themselves contain a variety of design figures, titles, and descriptions of viewpoints, we find that they lack detailed descriptions that are necessary to perform multimodal tasks such as classification and retrieval.
Neural Information Processing Systems
Mar-27-2025, 12:24:05 GMT
- Country:
- North America > United States > Illinois (0.28)
- Genre:
- Research Report > New Finding (0.93)
- Industry:
- Technology:
- Information Technology
- Artificial Intelligence
- Machine Learning
- Neural Networks > Deep Learning (1.00)
- Statistical Learning (0.93)
- Natural Language
- Large Language Model (1.00)
- Text Processing (0.67)
- Vision (1.00)
- Machine Learning
- Human Computer Interaction (0.93)
- Information Management (1.00)
- Sensing and Signal Processing > Image Processing (0.70)
- Artificial Intelligence
- Information Technology