Adding the depth estimation module to digital avatars for existing NFT marketplace to improve their accuracy.
Developed a depth estimation module to improve the realism and detail of digital avatars through advanced 3D rendering and camera calibration
Successfully integrated the depth estimation feature into the existing NFT platform, boosting user engagement and profitability
This project focuses on developing an interactive media marketplace that empowers users to create, share, and trade digital collections across multiple ecosystems. The platform integrates advanced creation tools, allowing users to design unique content effortlessly. It also features NFT (Non-Fungible Token) capabilities, enabling users to tokenize and monetize their digital assets securely.
The client already had a successful marketplace featuring NFTs for mobile devices, but they wanted to enhance digital avatars with greater detail and personalization. A key challenge was that the existing digital avatar system did not account for the distance between the device and an object (such as a human), which affected the avatar’s accuracy.
Our primary task was to develop and integrate a missing component that would allow the platform to accurately estimate the distance between objects (e.g., a human and a camera) and improve the overall quality of digital avatars.
We implemented a depth estimation module using Convolutional Neural Networks (CNNs) with specialized configurations, including deep layers, optimized kernel sizes, and pooling layers. This module captured essential patterns such as the apparent size of known objects, perspective, distance, and scale, enabling accurate identification of the spatial layout and the distance between objects (e.g., a human and the camera).
We calibrated the camera sensors to perform robust 3D rendering, significantly enhancing the accuracy and realism of digital avatars.
After developing the depth estimation module, we successfully integrated it into the existing platform, which was built using MediaPipe. This integration ensured that all components worked seamlessly together.
By enhancing the AI algorithm and computer vision technology, the client significantly improved the quality of digital avatars, resulting in a better user experience. These improvements led to higher NFT sales and increased profitability for the client.
AI Startup
Germany
Tensorflow, AWS, MediaPipe
Crunch impressed us with their technical excellence and the sheer ‘meeting of minds and cultures’ and open, honest exchanges. This was not a decision we took lightly, and 5 months into the engagement we continue to be really impressed with how Crunch approach the collaboration, and we’re delighted with the calibre of the team we have working with us.
Crunch impressed me with is the quality of developers. It is simply much better than in any other company we’ve tried working with.
We are impressed with their performance, how they are engaged with product development, and how they care about the product.
It’s been a very enjoyable experience. All has been fantastic about communicating, and working.
Our partnership with Crunch has been an invaluable resource as we’ve scaled.
What I found in Crunch was the technical competency, ability to think outside the box, and very good English.
They have a large impact on the whole architecture we ended up with. Overall, I’ve been pleased and impressed with everything Crunch did for us.
Working with Crunch was easy. They were patient with us as we worked through the contract questions and patient again as we were getting our billing set up. The design work was elegant and the developer delivered the app we had contracted for on time and good quality.
The team at Crunch was very nice to work with. They worked diligently and were very professional. When questions or technical problems arose, they answered them quickly and were always ready and kind about helping us.
Crunch developer helped us deliver an important feature for our project much faster than expected.
Crunch facilitated a seamless, collaborative effort throughout the project. The team maintained open lines of communication, kept detailed records of task assignments, and adhered to project timelines. Their expertise regarding both design and development sets the company apart.
Crunch provides ongoing development support that meets project requirements as needed. Despite their offshore location, they are easy to work with and accessible through communication channels
The best vendor we could possibly find. Crunch blends practical development with innovative design principals. Internal and external feedback to app development has been positive. They complete project milestones by the planned schedule and deliver within budget. The team’s responsive and willing to engage in productive dialogue.
Crunch exceeded my expectations. I appreciated the developers’ resourcefulness in the face of constraints and complex requirements. The company able to deliver and complete the project successfully.
The project has gone smoothly so far. Crunch has an exceptional work ethic. Consequentially, they’ve been able to tackle every challenge that comes their way. They manage day-to-day work on their own well but also communicate with us regularly to make sure we’re on the same page.
The app Crunch worked on is clean, streamlined, and functions as intended. Crunch goes above and beyond to ensure that both teams are in tune. The passionate team crafts an enjoyable experience through their positive demeanor and effective project management skills. The team was very friendly, and working with them was a pleasure.
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