TIO-Former
TIO-Former: Ultra-Lightweight 6-Directional ToF-Inertial Odometry for Nano-UAVs
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GITHUB · launched Sep 14, 2026 · 16 upvotes (top 48%) · 0 views
Niche: robotics software and platforms · 195 launches, 9 in the last 7 days ▼ -36% · Explore this niche →
Category and tags
- Horizontal
- Hardware & robotics
- B2B
- AI-native
- Hobby / open-source project
- deep-learning
- imu
- nano-uav
- odometry
- robotics
- time-of-flight
- +1 more
Visit website ↗ Source listing ↗
More like this: all 195 launches in robotics software and platforms →
Could you build this?
No TIO-Former is novel robotics research implementing ultra-lightweight 6-directional ToF-inertial odometry via streaming causal transformers on edge RISC-V hardware.
What it would actually take: The architecture combines embedded sensor interfaces (orthogonal ToF arrays + IMU) with a specialized streaming causal transformer featuring custom KV cache management deployed on edge microcontrollers. The hardest challenges are solving the 6-DoF state estimation under severe sensor sparsity (384 ranges) and extreme SWaP-C optimization under 10ms latency in C++/PyTorch. This necessitates elite expertise in state estimation, aerial robotics, and low-latency embedded ML.
Competitors
Other products that read as similar to this one : 831 launches clear the similarity bar, closest 8 shown.
Attention rank: #371 of 832 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 318 days after the earliest competitor.
- RESPLE2 · github · 2026-10-27 · 31 upvotes · similarity 0.63
- rko_slam · github · 2026-09-11 · 6 upvotes · similarity 0.63
- Dual YOLOv8n UAV Detection on RK3588S at 42 FPS Using NPU · hn · 2026-06-14 · 72 upvotes · similarity 0.57
- Free-Init · github · 2026-09-23 · 7 upvotes · similarity 0.57
- AeroForge · github · 2026-10-21 · 16 upvotes · similarity 0.57
- Introduction-to-Unmanned-Aircraft-Systems · github · 2026-09-13 · 9 upvotes · similarity 0.56
- jev-drone · github · 2026-09-16 · 85 upvotes · similarity 0.53
- dalibre · github · 2026-11-08 · 335 upvotes · similarity 0.53
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.