TIO-Former
TIO-Former: Ultra-Lightweight 6-Directional ToF-Inertial Odometry for Nano-UAVs
Details
- External ID
- 1369115410
- Source
- GITHUB
- Company
- —
- Product
- TIO-Former
- Website domain
- arxiv.org
- Launched
- Sept. 14, 2026
- Cohort
- —
- Upvotes
- 16
- Upvotes percentile
- 0.5194722008711248
- Tags
- deep-learning, imu, nano-uav, odometry, robotics, time-of-flight, transformer
- Fetched at
- Sept. 18, 2026, 5:02 p.m.
- Updated at
- Sept. 18, 2026, 5:02 p.m.
Enrichment
- Theme
- autonomous robotics, drones, and sensor hardware
- Vertical
- Horizontal
- Function
- Hardware & robotics
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- lightweight tof-inertial odometry model for nano-uavs
- Manually corrected
- False
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 — 317 launches clear the similarity bar, closest 8 shown.
Attention rank: #137 of 318 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 318 days after the earliest competitor.
- rko_slam · github · 2026-09-11 · 6 upvotes · similarity 0.62
- Dual YOLOv8n UAV Detection on RK3588S at 42 FPS Using NPU · hn · 2026-06-14 · 72 upvotes · similarity 0.56
- Free-Init · github · 2026-09-23 · 7 upvotes · similarity 0.56
- Introduction-to-Unmanned-Aircraft-Systems · github · 2026-09-13 · 9 upvotes · similarity 0.55
- jev-drone · github · 2026-09-16 · 85 upvotes · similarity 0.52
- genpark-extended-kalman-filter-robot-localization-skill · github · 2026-09-28 · 7 upvotes · similarity 0.52
- Vernius Systems - Autonomous radar guidance for interceptor drones · yc · 2026-08-24 · 9 upvotes · similarity 0.51
- E-mount-impl-on-Techart-EA9 · github · 2026-09-26 · 12 upvotes · similarity 0.50
Other launches for this product
- No other launches for this product.
Same idea, different domain
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