3D Point Cloud Classification & Compression
€250-750 EUR
Paid on delivery
I'm embarking on a fascinating project concerning 3D point cloud data, and I'm in need of an expert who is proficient in both deep learning, specifically in classification tasks, and data compression techniques. The main objectives are to classify objects within the point cloud data and implement a compression strategy that significantly reduces storage space, with an understanding that some data loss is acceptable.
### Ideal Skills and Experience:
- Proficiency in deep learning, especially in classification tasks using 3D point cloud data.
- Expertise in data compression techniques, particularly those suitable for 3D point clouds, with a focus on lossy compression.
- Experience with machine learning frameworks such as TensorFlow or PyTorch.
- Knowledge of programming in Python, and familiarity with libraries related to 3D data processing such as PCL (Point Cloud Library), NumPy, etc.
- Understanding of the trade-offs between data integrity and size reduction.
- Ability to optimize algorithms for efficient processing and storage.
### Project Requirements:
- Analyze existing 3D point cloud data to identify and classify objects accurately.
- Design and implement a lossy compression algorithm that significantly reduces the size of the 3D point cloud data while maintaining acceptable levels of accuracy in classification tasks.
- Provide documentation on the methodologies used for classification and compression, including any libraries or frameworks utilized.
- Collaborate closely with me to iteratively improve the solution based on test results and feedback.
The successful freelancer will have a proven track record in deep learning projects with practical experience in handling 3D point cloud data. Understanding the nuances of balancing compression with data fidelity in a classification context will be crucial. I'm looking forward to working with a dedicated individual or team to make this project a success.
Project ID: #37759728
About the project
45 freelancers are bidding on average €505 for this job
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