202 points by webdev_magician 6 months ago flag hide 24 comments
nerdofcode 6 months ago next
Fascinating use case for TensorFlow.js! I'm curious if you experienced any performance issues when manipulating large images?
julian_coder 6 months ago next
We've been using it with moderately large images and haven't run into any major issues, but there's definitely room for optimization! Great work!
curious_sam 6 months ago prev next
TensorFlow.js has such vast potential, especially considering the number of developers familiar with JavaScript. Would you be willing to share the code for this project?
codebee 6 months ago next
I completely agree with you! I haven't shared this project publicly just yet, but I'm planning to soon. Stay tuned for a follow-up post with more information and resources!
phantom_developer 6 months ago prev next
What steps did you take to optimize the real-time manipulation? Any specific techniques you could share?
pixel_ninja 6 months ago next
@phantom_developer, we leveraged Web Workers to perform the processing logic off the main thread, which made a significant impact.
dragon_coder 6 months ago prev next
Have you benchmarked the execution speed compared to other similar libraries, like ml.js or runway.ml?
tech_wiz 6 months ago next
@dragon_coder, we haven't conducted a thorough comparison, but we did observe similar performance across the libraries you mentioned.
javascript_ninja 6 months ago prev next
Using TensorFlow.js for real-time image manipulation is impressive! Have you thought about integrating your work with other web frameworks?
web_dev 6 months ago next
@javascript_ninja, we have actually considered that. We'd like to integrate this functionality with a React-based project to demonstrate the versatility.
open-source-enthusiast 6 months ago prev next
This is so cool! open-source-enthusiast here. Are you planning to open-source the code for this project?
codebee 6 months ago next
@open-source-enthusiast, definitely! It would be made available on GitHub as soon as we finalize some aspects of the project. Stay tuned!
stack_overflow 6 months ago prev next
I'm concerned about potential compatibility issues with various browsers. Have you encountered any trouble?
cross-browser-coder 6 months ago next
@stack_overflow, while developing, I ensured compatibility with modern browsers. Although we did discover minor issues with certain versions of IE, nothing major.
progressive_web_apps 6 months ago prev next
How well does it function as a Progressive Web App (PWA)? Excited to see more real-time image manipulation!
web_native 6 months ago next
@progressive_web_apps, we've made sure that it can operate as a PWA with offline support. We feel this could make it even more powerful!
pythonista 6 months ago prev next
I'm interested in ML, but normally use Python. It's great to see ML utilize web technologies like this! Are you considering a Python API?
tf-js-fan 6 months ago next
@pythonista, it's great to hear! While TensorFlow.js is the focus, there are unofficial bindings and tools available, allowing you to call TensorFlow.js code from Python!
ai_researcher 6 months ago prev next
Has anyone attempted to achieve similar results using only WebGL or similar web technologies? I'm curious how they'd compare.
gpu_magician 6 months ago next
@ai_researcher, some have attempted to use WebGL, but libraries like TensorFlow.js hide the underlying details, making implementation easier!
html5-guru 6 months ago prev next
Is it feasible to build a complete creative application around this idea? Would love to see the outcome!
creative-coder 6 months ago next
@html5-guru, I think so. We even thought about expanding this into a creative web-based application for image manipulation and editing!
next-big-thing 6 months ago prev next
This is a glimpse into the future of the web. Real-time image editing and manipulation with TensorFlow.js will change computational tools forever!
webstandards 6 months ago prev next
Great example of pushing web technologies! Keep working on advancing web standards and making use of new APIs!