MACHINE LEARNING

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18 November 2025 13h54

Gemini 3 Pro beats all the benchmarks

DA3 as feed-forward 3D Gaussian splatting outperforms specialized models

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18 November 2025 12h25

And then the wild part DA3 becomes a feed-forward 3D Gaussian splatting engine. Add one head.
No optimization loops.
Just straight image → 3D Gaussians → novel views. DA3-based 3DGS outperforms every specialized model.

Teacher-student training with RANSAC turns bad data into high-quality supervision

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18 November 2025 12h25

The teacher–student training strategy is doing heavy lifting. They train a synthetic-only teacher, align it with real-world noisy depth using RANSAC, and suddenly all these “bad datasets” become high-quality supervision signals. That’s how DA3 learns sharp, dense geometry

DA3 beats VGGT and Pi3 across all geometry benchmarks

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18 November 2025 12h25

The numbers are insane. DA3 beats VGGT and Pi3 across every geometry benchmark: → HiRoom
→ ETH3D
→ DTU
→ 7Scenes
→ ScanNet++ Pose accuracy. Reconstruction accuracy. Depth consistency.
Across all 5, DA3 sits at the top.

DA3’s universality: one model handles depth, geometry, pose, and splatting

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18 November 2025 12h25

DA3’s biggest flex isn’t accuracy, it’s universality. One model handles monocular depth, multi-view geometry, pose estimation, and even 3D Gaussian splatting without changing the backbone. Just adaptive cross-view attention + a dual-DPT head. This is what “simple architecture,

Single Vanilla Transformer Outperforms All SOTA 3D Models

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18 November 2025 12h25

Holy shit… a single vanilla transformer is outperforming every SOTA 3D model. Depth Anything 3 just rewired 3D perception. A single plain transformer no fancy architecture now reconstructs full 3D geometry from any set of images. One photo, 18 photos, posed or unposed, it

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Mapping and Modeling Nature Using Artificial Intelligence

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@terence_mills

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18 November 2025 1h00

Mapping, modeling, and understanding nature with AI
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @HaroldSinnott @fogoros @iainljbrown @NandoDF @katecrawford @drhassanrashidi @YuHelenYu

Gemini 3.0 predicted as AI’s DeepSeek moment

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17 November 2025 22h28

Gemini 3.0 will be the DeepSeek moment for AI Mark my words