
Arata Horie
1.9K posts

Arata Horie
@ArataHorie
博士(工学)/ 株式会社commissure 代表取締役CTO/ 慶應メディアデザイン Embodied Media 特任講師/ 東大先端研 身体情報学分野 客員研究員/ Physical AI, Haptics, 触覚デバイス, 体験デザイン, 間身体性


1/🧠Humans are the best robot data source — but video alone misses one thing: force. 2/🙁Tactile gloves capture force — but they're costly and block the real touch manipulation depends on. 3/💪Maybe the future of touch lives on your wrist: surface EMG reads the muscles that cause force — tactile sensing without ever touching a tactile sensor. 4/🔥Want a fully open-source framework — hardware + software — to train your own force-aware learn-from-human-data robot policy? 🚀We introduce ForceBand: Learning Forceful Manipulation with sEMG -- bring force into human videos with sEMG, for force-aware manipulation ⬇️ ✦ Zero-Shot Human-to-Robot Transfer ✦ Force Beyond Vision ✦ Free-Hand Force Sensing ✦ Collect by Anyone, Anytime, Anywhere ✦ Deploy on Any Robot, Any Camera, Any Environment ✦ Open-Source & Low-Cost & Easy-to-Implement Let's squeeze every bit of signal out of human data, and let robots feel the force! 🌐 Website: forceband-emg.github.io 📄 Paper: arxiv.org/abs/2606.26093 💻 Code: github.com/Bottle101/Forc… 🎥 Video: youtube.com/watch?v=Otw6uX… 🧵 1/n

来月開催される触覚領域の国際会議『EuroHaptics 2026』に、commissureから2件フルペーパーで採択され、発表を行います!うち1件はOral Presentation(全投稿うち17%)選出です。 弊社単独での研究成果として初めての国際会議発表となります。堀江はいずれもCo-first Authorとして執筆しました。


Manipulation happens through surfaces. To understand contact-rich dexterous interaction, motion alone is not enough. We also need to know surface properties and contact state. Excited to share ART-Glove, an articulated tactile glove that captures contact-grounded information while preserving human dexterity. It provides: - Known Geometry: 16 rigid functional surfaces - Surface Motion: 22 anatomically aligned joints - Tactile Contact: 2048 piezoresistive taxels Huge thanks to my advisor Ding @zhao__ding, and to Yuxiang @yxyang1995, Maria @bauzavillalonga, Marissa, and Peide @peide_huang for the valuable advice and discussions. Paper: arxiv.org/abs/2606.16370
















