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Omnivision-968M: Vision Language Model with 9x Tokens Reduction for Edge Devices
- jsjohnst 2y agoNeed to try this directly before passing judgement, but this can unlock a few project ideas I have if the quality lives up to the examples with this low of resource requirements.
- throwaway314155 2y agoCan GitHub please acquire all these model-hub companies like fal, replicate, ollama, hf, and checks notes "nexa.ai"? That way we can get past the inevitable fragmentation and ultimate breaking of everyone's workflow w.r.t. ML-oriented dev ops?
- croes 2y agoYou want everything under the control of Microsoft?
- byyoung3 2y agoSatya is that you?
- gessha 2y agoWhen faced with a diversity of implantation, why is the goto “let’s have a corporate entity acquire them all” instead of “let’s come up with a good runtime standard”. The company is going to do the same thing anyway except with the additional risk of messing up the API and throwing away the hard work of so many people.
- joyboyyy 2y ago[dead]
- yq2325 2y ago[dead]
- zhiyuan8 2y agoI definately wish to try this https://nexa.ai/blogs/omni-vision https://nexa.ai/blogs/omni-vision
- gizajob 2y agoIts description of the art piece is so awful.
- ImageXav 2y agoI thought the same, but the description of the cat picture is pretty spot on. I wonder if this is a dataset issue. Cat pictures are far more prevalent than abstract art on the internet so might well be overrepresented. Can Vision LLMs deal with a long tail of underrepresented objects when small? Or can they only do so at scale?
- alanzhuly 2y agoHi! I am from Nexa AI. We just improved Omnivision-968M based on your feedback! Here is a preview in our Hugging Face Space: https://huggingface.co/spaces/NexaAIDev/omnivlm-dpo-demo https://huggingface.co/spaces/NexaAIDev/omnivlm-dpo-demo The updated GGUF and safetensors will be released after final alignment tweaks. Please feel free to let us know if there's any other feedback!
- gizajob 2y agoWhy don’t you just hand-write the descriptions and then your AI won’t have to.
- nighthawk454 2y agoEasy to try here: https://huggingface.co/spaces/NexaAIDev/omnivlm-dpo-demo https://huggingface.co/spaces/NexaAIDev/omnivlm-dpo-demo https://i.imgur.com/44XYyXU.png https://i.imgur.com/44XYyXU.png
- TacticalCoder 2y agoI saw a turntable at a shop recently and my inner classifier went: "Oh a DSTOM turntable, that's sweet!" https://www.project-audio.com/en/product/the-dark-side-of-the-moon/ https://www.project-audio.com/en/product/the-dark-side-of-th... I was kinda expecting the model in your picture to make the link with the album cover.