Viewing profile — rocauc

As someone that works on a platform users have used for labeling 1B images, I'm bullish SAM 3 can automate at least 90% of the work. Data prep is flipped to models being human-assi…

A brief history. SAM 1 - Visual prompt to create pixel-perfect masks in an image. No video. No class names. No open vocabulary. SAM 2 - Visual prompting for tracking on images and …

The model supports batch inference, so all prompts are sent to the model, and we parse the results.

I tried it on transparent glass mugs, and it does pretty well. At least better than other available models: https://i.imgur.com/OBfx9JY.png Curious if you find interesting results …

Yes. But also note that redistribution of SAM 3 requires using the same SAM 3 license downstream. So libraries that attempt to, e.g., relicense the model as AGPL are non-compliant.…

Yes. It's a custom license with an Acceptable Use Policy preventing military use and export restrictions. The custom license permits commercial use.

yes, downdetectorsdowndetectorsdowndetectorsdowndetector is available.

The bike lane compliant vehicle category is exciting. Infinite Machine (infinitemachine.com) made me aware of this category with their Olto model, which is at a (surprisingly) supe…

Not nearly enough gradient for a vibe coded site :)

One of the most common uses for edge AI not listed in this course is computer vision. You similarly want real-time inference for processing video. Another open source project that …

Reminds me of NY Cerebro, semantic search across New York City's hundreds of public street cameras: https://nycerebro.vercel.app/ (e.g. search for "scaffolding")

both the endeavor and the site are super cool - congrats on 10 years. interaction on the graphics would be a nice touch to select into a specific run. went looking for the code on …

In the 2019 fatal Tesla Autopilot crash, the Tesla failed to identify a white tractor trailer crossing the highway: https://www.washingtonpost.com/technology/interactive/2023/t...

I wonder how long until techniques like Depth Anything ( https://depth-anything-v2.github.io/ ) provide parity with human depth perception. In Mark Rober's tests, I'm not sure even…

Meta deeply comprehends the impact of GPT-3 vs ChatGPT. The model is a starting point, and the UX of what you do with the model showcases intelligence. This is especially pronounce…

A suggestion: I'd swap llava for Florence-2 for your open set text description. Florence-2 seems uniformly more descriptive in its outputs.

SAM 2's key contribution is adding time-based segmentation to apply to videos. Even on images alone, the authors note [0] the image-based segmentation benchmark does exceed SAM 1 p…

One thing its enabled is automated annotations for segmentation, even on out-of-distribution examples. e.g. in the first 7 months of SAM, users on Roboflow used SAM-powered labelin…

"Load Example" was very helpful to get a sense of what this does. Awesome build. +1 to the other comment wanting a breakdown of what the colors mean. Also, combining this with real…

i work on roboflow. seeing all the creative ways people use computer vision is motivating for us. let me know (email in bio) if there's things you'd like to be better.