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Xenova updated a Space 14 days ago

webml-community/nanochat-webgpu

Xenova published a Space 14 days ago

webml-community/nanochat-webgpu

Xenova published a Space about 1 month ago

webml-community/mdbr-embedding-webgpu

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Xenova

updated a Space 14 days ago

NanoChat WebGPU

⚡

Run NanoChat 100% locally in your browser on WebGPU

Xenova

published a Space 14 days ago

NanoChat WebGPU

⚡

Run NanoChat 100% locally in your browser on WebGPU

Xenova

published a Space about 1 month ago

MongoDB Embedding WebGPU

📚

Generate a scatterplot of sentences by category

Xenova

updated a Space about 1 month ago

MongoDB Embedding WebGPU

📚

Generate a scatterplot of sentences by category

Xenova

updated 2 Spaces about 2 months ago

120

Semantic Galaxy

🌌

Visualize embeddings in 3D space, powered by EmbeddingGemma

Janus 1.3B WebGPU

🏛

In-browser unified multimodal understanding and generation.

Xenova

in webml-community/Janus-1.3B-WebGPU about 2 months ago

Update files

#2 opened about 2 months ago by

Xenova

published a Space 2 months ago

120

Semantic Galaxy

🌌

Visualize embeddings in 3D space, powered by EmbeddingGemma

Xenova

in webml-community/smolvlm-realtime-webgpu 2 months ago

Upload Gens3.html

#6 opened 2 months ago by

ashkanpourali

Xenova

posted an update 2 months ago

Post

8685

Okay this is insane... WebGPU-accelerated semantic video tracking, powered by DINOv3 and Transformers.js! 🤯
Demo (+ source code): webml-community/DINOv3-video-tracking

This will revolutionize AI-powered video editors... which can now run 100% locally in your browser, no server inference required (costs $0)! 😍

How does it work? 🤔
1️⃣ Generate and cache image features for each frame
2️⃣ Create a list of embeddings for selected patch(es)
3️⃣ Compute cosine similarity between each patch and the selected patch(es)
4️⃣ Highlight those whose score is above some threshold

... et voilà! 🥳

You can also make selections across frames to improve temporal consistency! This is super useful if the object changes its appearance slightly throughout the video.

Excited to see what the community builds with it!