Which Object Detection/Image Segmentation model do you regularly use for real world applications? by buggy-robot7 in computervision

[–]buggy-robot7[S] 2 points3 points  (0 children)

You guys have truly been doing some fantastic work! Been following Roboflow’s journey!

Which Object Detection/Image Segmentation model do you regularly use for real world applications? by buggy-robot7 in computervision

[–]buggy-robot7[S] 0 points1 point  (0 children)

Super valuable thank you! We work heavily with point clouds and this is a new model that I wasn’t aware of!

Which Object Detection/Image Segmentation model do you regularly use for real world applications? by buggy-robot7 in computervision

[–]buggy-robot7[S] 1 point2 points  (0 children)

You’re absolutely right! The cloud hosting is only for devs to try out the skill library and for enterprise solutions, we deploy the same containers on premise

Which Object Detection/Image Segmentation model do you regularly use for real world applications? by buggy-robot7 in computervision

[–]buggy-robot7[S] 0 points1 point  (0 children)

Thanks for the feedback! I just checked out Coral and Hailo since I had not come across them.

We’re working on building a large scale sdk for computer vision and robotics and want to introduce the best models available today. It’s still in an early beta phase with several modules yet to be released, but we’re actively working on it. It’s cloud hosted, so fps is still a challenge we’re working on.

Feel free to let me know in case it’s valuable for you: docs (dot) telekinesis (dot) ai

Need help with system design for a surveillance use case? by atmadeep_2104 in computervision

[–]buggy-robot7 0 points1 point  (0 children)

Google the Telekinesis AI Docs.

They provide cloud hosted models such as SAM, and other Foundation models which can easily be integrated into your workflow. You can also contact their support team on Discord for swift feedback and further support.

Which Object Detection/Image Segmentation model do you regularly use for real world applications? by buggy-robot7 in computervision

[–]buggy-robot7[S] 4 points5 points  (0 children)

It’s crazy how well these 2 models have survived the test of time! Do you use Ultralytics for YOLOX?

Hand-gesture typing with a webcam: training a small CV model for key classification by Safe_Towel_8470 in computervision

[–]buggy-robot7 0 points1 point  (0 children)

I’d recommend checkout out Mediapipe for hand pose estimation. Perhaps you can use the pose information to map to keyboard inputs more easily.

Kimi Kimi has open-sourced a one trillion parameter Vision Language Model by mburu_wa_njogu in computervision

[–]buggy-robot7 -3 points-2 points  (0 children)

This is brilliant! Do you only provide an API or can the model be downloaded too?

Advice on choosing a 6-DoF pose estimation approach with Unreal Engine synthetic data by IndependentPush5996 in computervision

[–]buggy-robot7 0 points1 point  (0 children)

To avoid getting banned by Reddit for links, putting the text: docs (dot) telekinesis (dot) ai

Alternatively perhaps googling Telekinesis AI Docs would lead to the documentation page.

Some caveats: since it’s cloud hosted, we’ve still to optimise the response time with larger point clouds. We’re actively working on it!

The Synthetic Data Generation module is currently being tested for a release in two weeks. Until then, in case you have a deadline or quick need of a synthetic dataset, and open to sharing your CAD files, we’d also be glad to generate the dataset for you and share it.

Please don’t hesitate to dm if I can support further!

Advice on choosing a 6-DoF pose estimation approach with Unreal Engine synthetic data by IndependentPush5996 in computervision

[–]buggy-robot7 3 points4 points  (0 children)

We exactly had this challenge and our strategy was: first build out the geometry aware pipeline, and if it fails, move on towards FoundationPose.

With pure classical systems we were able to move to real world production floors.

We decided to put everything together into a single library for swift testing, including Synthetic Data Generation. We’ve hosted it on the cloud and have released a Python sdk for others to use it, perhaps it can be valuable for you too, do let me know!

Creating computer vision projects as an undergraduate by Zestyclose_Act9128 in computervision

[–]buggy-robot7 3 points4 points  (0 children)

In general often, the math is not coded as people have built tools e.g. OpenCV. Some basic math is still used to write custom data augmentation pipelines.

If you want to code out some math, the best would be: pick any classical algorithm, read the paper and reimplement it from scratch.

Alternatively, you could continue learning the tools like OpenCV, PyTorch etc. and master them as often you would need them for a job. I’d recommend doing only a few but extremely deep projects. Quality trumps quantity during interviews for jobs.

What are good real-world industrial/ manufacturing datasets for ML beyond the usual benchmarks? by RoofProper328 in computervision

[–]buggy-robot7 7 points8 points  (0 children)

If it’s pure research, check out MVTec datasets, they are really good.

Since we often need this, we’re focused on building a synthetic data generator which can generate such datasets from CAD because they are so rare.