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Video Friday: Jumping Robot Leg, Walking Robot Table



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

Researchers at the Max Planck Institute for Intelligent Systems and ETH Zurich have developed a robotic leg with artificial muscles. Inspired by living creatures, it jumps across different terrains in an agile and energy-efficient manner.

[ Nature ] via [ MPI ]

Thanks, Toshi!

ETH Zurich researchers have now developed a fast robotic printing process for earth-based materials that does not require cement. In what is known as “impact printing,” a robot shoots material from above, gradually building a wall. On impact, the parts bond together, and very minimal additives are required.

[ ETH Zurich ]

How could you not be excited to see this happen for real?

[ arXiv paper ]

Can we all agree that sanding, grinding, deburring, and polishing tasks are really best done by robots, for the most part?

[ Cohesive Robotics ]

Thanks, David!

Using doors is a longstanding challenge in robotics and is of significant practical interest in giving robots greater access to human-centric spaces. The task is challenging due to the need for online adaptation to varying door properties and precise control in manipulating the door panel and navigating through the confined doorway. To address this, we propose a learning-based controller for a legged manipulator to open and traverse through doors.

[ arXiv paper ]

Isaac is the first robot assistant that’s built for the home. And we’re shipping it in fall of 2025.

Fall of 2025 is a long enough time from now that I’m not even going to speculate about it.

[ Weave Robotics ]

By patterning liquid metal paste onto a soft sheet of silicone or acrylic foam tape, we developed stretchable versions of conventional rigid circuits (like Arduinos). Our soft circuits can be stretched to over 300% strain (over 4x their length) and are integrated into active soft robots.

[ Science Robotics ] via [ Yale ]

NASA’s Curiosity rover is exploring a scientifically exciting area on Mars, but communicating with the mission team on Earth has recently been a challenge due to both the current season and the surrounding terrain. In this Mars Report, Curiosity engineer Reidar Larsen takes you inside the uplink room where the team talks to the rover.

[ NASA ]

I love this and want to burn it with fire.

[ Carpentopod ]

Very often, people ask us what Reachy 2 is capable of, which is why we’re showing you the manipulation possibilities (through teleoperation) of our technology. The robot shown in this video is the Beta version of Reachy 2, our new robot coming very soon!

[ Pollen Robotics ]

The Scalable Autonomous Robots (ScalAR) Lab is an interdisciplinary lab focused on fundamental research problems in robotics that lie at the intersection of robotics, nonlinear dynamical systems theory, and uncertainty.

[ ScalAR Lab ]

Astorino is a 6-axis educational robot created for practical and affordable teaching of robotics in schools and beyond. It has been created with 3D printing, so it allows for experimentation and the possible addition of parts. With its design and programming, it replicates the actions of #KawasakiRobotics industrial robots, giving students the necessary skills for future work.

[ Astorino ]

I guess fish-fillet-shaping robots need to exist because otherwise customers will freak out if all their fish fillets are not identical, or something?

[ Flexiv ]

Watch the second episode of the ExoMars Rosalind Franklin rover mission—Europe’s ambitious exploration journey to search for past and present signs of life on Mars. The rover will dig, collect, and investigate the chemical composition of material collected by a drill. Rosalind Franklin will be the first rover to reach a depth of up to two meters below the surface, acquiring samples that have been protected from surface radiation and extreme temperatures.

[ ESA ]

Video Friday: HAND to Take on Robotic Hands



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

The National Science Foundation Human AugmentatioN via Dexterity Engineering Research Center (HAND ERC) was announced in August 2024. Funded for up to 10 years and $52 million, the HAND ERC is led by Northwestern University, with core members Texas A&M, Florida A&M, Carnegie Mellon, and MIT, and support from Wisconsin-Madison, Syracuse, and an innovation ecosystem consisting of companies, national labs, and civic and advocacy organizations. HAND will develop versatile, easy-to-use dexterous robot end effectors (hands).

[ HAND ]

The Environmental Robotics Lab at ETH Zurich, in partnership with Wilderness International (and some help from DJI and Audi), is using drones to sample DNA from the tops of trees in the Peruvian rainforest. Somehow, the treetops are where 60 to 90 percent of biodiversity is found, and these drones can help researchers determine what the heck is going on up there.

[ ERL ]

Thanks, Steffen!

1X introduces NEO Beta, “the pre-production build of our home humanoid.”

“Our priority is safety,” said Bernt Børnich, CEO at 1X. “Safety is the cornerstone that allows us to confidently introduce NEO Beta into homes, where it will gather essential feedback and demonstrate its capabilities in real-world settings. This year, we are deploying a limited number of NEO units in selected homes for research and development purposes. Doing so means we are taking another step toward achieving our mission.”

[ 1X ]

We love MangDang’s fun and affordable approach to robotics with Mini Pupper. The next generation of the little legged robot has just launched on Kickstarter, featuring new and updated robots that make it easy to explore embodied AI.

The Kickstarter is already fully funded after just a day or two, but there are still plenty of robots up for grabs.

[ Kickstarter ]

Quadrupeds in space can use their legs to reorient themselves. Or, if you throw one off a roof, it can learn to land on its feet.

To be presented at CoRL 2024.

[ ARL ]

HEBI Robotics, which apparently was once headquartered inside a Pittsburgh public bus, has imbued a table with actuators and a mind of its own.

[ HEBI Robotics ]

Carcinization is a concept in evolutionary biology where a crustacean that isn’t a crab eventually becomes a crab. So why not do the same thing with robots? Crab robots solve all problems!

[ KAIST ]

Waymo is smart, but also humans are really, really dumb sometimes.

[ Waymo ]

The Robotics Department of the University of Michigan created an interactive community art project. The group that led the creation believed that while roboticists typically take on critical and impactful problems in transportation, medicine, mobility, logistics, and manufacturing, there are many opportunities to find play and amusement. The final piece is a grid of art boxes, produced by different members of our robotics community, which offer an eight-inch-square view into their own work with robotics.

[ Michigan Robotics ]

I appreciate that UBTECH’s humanoid is doing an actual job, but why would you use a humanoid for this?

[ UBTECH ]

I’m sure most actuators go through some form of life-cycle testing. But if you really want to test an electric motor, put it into a BattleBot and see what happens.

[ Hardcore Robotics ]

Yes, but have you tried fighting a BattleBot?

[ AgileX ]

In this video, we present collaboration aerial grasping and transportation using multiple quadrotors with cable-suspended payloads. Grasping using a suspended gripper requires accurate tracking of the electromagnet to ensure a successful grasp while switching between different slack and taut modes. In this work, we grasp the payload using a hybrid control approach that switches between a quadrotor position control and a payload position control based on cable slackness. Finally, we use two quadrotors with suspended electromagnet systems to collaboratively grasp and pick up a larger payload for transportation.

[ Hybrid Robotics ]

I had not realized that the floretizing of broccoli was so violent.

[ Oxipital ]

While the RoboCup was held over a month ago, we still wanted to make a small summary of our results, the most memorable moments, and of course an homage to everyone who is involved with the B-Human team: the team members, the sponsors, and the fans at home. Thank you so much for making B-Human the team it is!

[ B-Human ]

Video Friday: Disney Robot Dance



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

I think it’s time for us all to admit that some of the most interesting bipedal and humanoid research is being done by Disney.

[ Research Paper from ETH Zurich and Disney Research]

Over the past few months, Unitree G1 robot has been upgraded into a mass production version, with stronger performance, ultimate appearance, and being more in line with mass production requirements.

[ Unitree ]

This robot is from Kinisi Robotics, which was founded by Brennand Pierce, who also founded Bear Robotics. You can’t really tell from this video, but check out the website because the reach this robot has is bonkers.

Kinisi Robotics is on a mission to democratize access to advanced robotics with our latest innovation—a low-cost, dual-arm robot designed for warehouses, factories, and supermarkets. What sets our robot apart is its integration of LLM technology, enabling it to learn from demonstrations and perform complex tasks with minimal setup. Leveraging Brennand’s extensive experience in scaling robotic solutions, we’re able to produce this robot for under $20k, making it a game-changer in the industry.

[ Kinisi Robotics ]

Thanks Bren!

Finally, something that Atlas does that I am also physically capable of doing. In theory.

Okay, never mind. I don’t have those hips.

[ Boston Dynamics ]

Researchers in the Department of Mechanical Engineering at Carnegie Mellon University have created the first legged robot of its size to run, turn, push loads, and climb miniature stairs.

They say it can “run,” but I’m skeptical that there’s a flight phase unless someone sneezes nearby.

[ Carnegie Mellon University ]

The lights are cool and all, but it’s the pulsing soft skin that’s squigging me out.

[ Paper, Robotics Reports Vol.2 ]

Roofing is a difficult and dangerous enough job that it would be great if robots could take it over. It’ll be a challenge though.

[ Renovate Robotics ] via [ TechCrunch ]

Kento Kawaharazuka from JSK Robotics Laboratory at the University of Tokyo wrote in to share this paper, just accepted at RA-L, which (among other things) shows a robot using its flexible hands to identify objects through random finger motion.

[ Paper accepted by IEEE Robotics and Automation Letters ]

Thanks Kento!

It’s one thing to make robots that are reliable, and it’s another to make robots that are reliable and repairable by the end user. I don’t think iRobot gets enough credit for this.

[ iRobot ]

I like competitions where they say, “just relax and forget about the competition and show us what you can do.”

[ MBZIRC Maritime Grand Challenge ]

I kid you not, this used to be my job.

[ RoboHike ]

Video Friday: Silly Robot Dog Jump



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

The title of this video is “Silly Robot Dog Jump” and that’s probably more than you need to know.

[ Deep Robotics ]

It’ll be great when robots are reliably autonomous, but until they get there, collaborative capabilities are a must.

[ Robust AI ]

I am so INCREDIBLY EXCITED for this.

[ IIT Instituto Italiano di Tecnologia ]

In this 3 minutes long one-take video, the LimX Dynamics CL-1 takes on the challenge of continuous heavy objects loading among shelves in a simulated warehouse, showcasing the advantages of the general-purpose form factor of humanoid robots.

[ LimX Dynamics ]

Birds, bats and many insects can tuck their wings against their bodies when at rest and deploy them to power flight. Whereas birds and bats use well-developed pectoral and wing muscles, how insects control their wing deployment and retraction remains unclear because this varies among insect species. Here we demonstrate that rhinoceros beetles can effortlessly deploy their hindwings without necessitating muscular activity. We validated the hypothesis using a flapping microrobot that passively deployed its wings for stable, controlled flight and retracted them neatly upon landing, demonstrating a simple, yet effective, approach to the design of insect-like flying micromachines.

[ Nature ]

Agility Robotics’ CTO, Pras Velagapudi, talks about data collection, and specifically about the different kinds we collect from our real-world robot deployments and generally what that data is used for.

[ Agility Robotics ]

Robots that try really hard but are bad at things are utterly charming.

[ University of Tokyo JSK Lab ]

The DARPA Triage Challenge unsurprisingly has a bunch of robots in it.

[ DARPA ]

The Cobalt security robot has been around for a while, but I have to say, the design really holds up—it’s a good looking robot.

[ Cobalt AI ]

All robots that enter elevators should be programmed to gently sway back and forth to the elevator music. Even if there’s no elevator music.

[ Somatic ]

ABB Robotics and the Texas Children’s Hospital have developed a groundbreaking lab automation solution using ABB’s YuMi® cobot to transfer fruit flies (Drosophila melanogaster) used in the study for developing new drugs for neurological conditions such as Alzheimer’s, Huntington’s and Parkinson’s.

[ ABB ]

Extend Robotics are building embodied AI enabling highly flexible automation for real-world physical tasks. The system features intuitive immersive interface enabling tele-operation, supervision and training AI models.

[ Extend Robotics ]

The recorded livestream of RSS 2024 is now online, in case you missed anything.

[ RSS 2024 ]

Video Friday: The Secrets of Shadow Robot’s New Hand



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

At ICRA 2024, in Tokyo last May, we sat down with the director of Shadow Robot, Rich Walker, to talk about the journey toward developing its newest model. Designed for reinforcement learning, the hand is extremely rugged, has three fingers that act like thumbs, and has fingertips that are highly sensitive to touch.

[ IEEE Spectrum ]

Food Angel is a food delivery robot to help with the problems of food insecurity and homelessness. Utilizing autonomous wheeled robots for this application may seem to be a good approach, especially with a number of successful commercial robotic delivery services. However, besides technical considerations such as range, payload, operation time, autonomy, etc., there are a number of important aspects that still need to be investigated, such as how the general public and the receiving end may feel about using robots for such applications, or human-robot interaction issues such as how to communicate the intent of the robot to the homeless.

[ RoMeLa ]

The UKRI FLF team RoboHike of UCL Computer Science of the Robot Perception and Learning lab with Forestry England demonstrate the ANYmal robot to help preserve the cultural heritage of an historic mine in the Forest of Dean, Gloucestershire, UK.

This clip is from a reboot of the British TV show “Time Team.” If you’re not already a fan of “Time Team,” let me just say that it is one of the greatest retro reality TV shows ever made, where actual archaeologists wander around the United Kingdom and dig stuff up. If they can find anything. Which they often can’t. And also it has Tony Robinson (from “Blackadder”), who runs everywhere for some reason. Go to Time Team Classics on YouTube for 70+ archived episodes.

[ UCL RPL ]

UBTECH humanoid robot Walker S Lite is working in Zeekr’s intelligent factory to complete handling tasks at the loading workstation for 21 consecutive days, and assist its employees with logistics work.

[ UBTECH ]

Current visual navigation systems often treat the environment as static, lacking the ability to adaptively interact with obstacles. This limitation leads to navigation failure when encountering unavoidable obstructions. In response, we introduce IN-Sight, a novel approach to self-supervised path planning, enabling more effective navigation strategies through interaction with obstacles.

[ ETH Zurich paper / IROS 2024 ]

When working on autonomous cars, sometimes it’s best to start small.

[ University of Pennsylvania ]

MIT MechE researchers introduce an approach called SimPLE (Simulation to Pick Localize and placE), a method of precise kitting, or pick and place, in which a robot learns to pick, regrasp, and place objects using the object’s computer-aided design (CAD) model, and all without any prior experience or encounters with the specific objects.

[ MIT ]

Staff, students (and quadruped robots!) from UCL Computer Science wish the Great Britain athletes the best of luck this summer in the Olympic Games & Paralympics.

[ UCL Robotics Institute ]

Walking in tall grass can be hard for robots, because they can’t see the ground that they’re actually stepping on. Here’s a technique to solve that, published in Robotics and Automation Letters last year.

[ ETH Zurich Robotic Systems Lab ]

There is no such thing as excess batter on a corn dog, and there is also no such thing as a defective donut. And apparently, making Kool-Aid drink pouches is harder than it looks.

[ Oxipital AI ]

Unitree has open-sourced its software to teleoperate humanoids in VR for training-data collection.

[ Unitree / GitHub ]

Nothing more satisfying than seeing point-cloud segments wiggle themselves into place, and CSIRO’s Wildcat SLAM does this better than anyone.

[ IEEE Transactions on Robotics ]

A lecture by Mentee Robotics CEO Lior Wolf, on Mentee’s AI approach.

[ Mentee Robotics ]

Video Friday: UC Berkeley’s Little Humanoid



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UNITED ARAB EMIRATES
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

We introduce Berkeley Humanoid, a reliable and low-cost mid-scale humanoid research platform for learning-based control. Our lightweight, in-house-built robot is designed specifically for learning algorithms with low simulation complexity, anthropomorphic motion, and high reliability against falls. Capable of omnidirectional locomotion and withstanding large perturbations with a compact setup, our system aims for scalable, sim-to-real deployment of learning-based humanoid systems.

[ Berkeley Humanoid ]

This article presents Ray, a new type of audio-animatronic robot head. All the mechanical structure of the robot is built in one step by 3-D printing... This simple, lightweight structure and the separate tendon-based actuation system underneath allow for smooth, fast motions of the robot. We also develop an audio-driven motion generation module that automatically synthesizes natural and rhythmic motions of the head and mouth based on the given audio.

[ Paper ]

CSAIL researchers introduce a novel approach allowing robots to be trained in simulations of scanned home environments, paving the way for customized household automation accessible to anyone.

[ MIT News ]

Okay, sign me up for this.

[ Deep Robotics ]

NEURA Robotics is among the first joining the early access NVIDIA Humanoid Robot Developer Program.

This could be great, but there’s an awful lot of jump cuts in that video.

[ Neura ] via [ NVIDIA ]

I like that Unitree’s tagline in the video description here is “Let’s have fun together.”

Is that “please don’t do dumb stuff with our robots” at the end of the video new...?

[ Unitree ]

NVIDIA CEO Jensen Huang presented a major breakthrough on Project GR00T with WIRED’s Lauren Goode at SIGGRAPH 2024. In a two-minute demonstration video, NVIDIA explained a systematic approach they discovered to scale up robot data, addressing one of the most challenging issues in robotics.

[ Nvidia ]

In this research, we investigated the innovative use of a manipulator as a tail in quadruped robots to augment their physical capabilities. Previous studies have primarily focused on enhancing various abilities by attaching robotic tails that function solely as tails on quadruped robots. While these tails improve the performance of the robots, they come with several disadvantages, such as increased overall weight and higher costs. To mitigate these limitations, we propose the use of a 6-DoF manipulator as a tail, allowing it to serve both as a tail and as a manipulator.

[ Paper ]

In this end-to-end demo, we showcase how MenteeBot transforms the shopping experience for individuals, particularly those using wheelchairs. Through discussions with a global retailer, MenteeBot has been designed to act as the ultimate shopping companion, offering a seamless, natural experience.

[ Menteebot ]

Nature Fresh Farms, based in Leamington, Ontario, is one of North America’s largest greenhouse farms growing high-quality organics, berries, peppers, tomatoes, and cucumbers. In 2022, Nature Fresh partnered with Four Growers, a FANUC Authorized System Integrator, to develop a robotic system equipped with AI to harvest tomatoes in the greenhouse environment.

[ FANUC ]

Contrary to what you may have been led to believe by several previous Video Fridays, WVUIRL’s open source rover is quite functional, most of the time.

[ WVUIRL ]

Honeybee Robotics, a Blue Origin company, is developing Lunar Utility Navigation with Advanced Remote Sensing and Autonomous Beaming for Energy Redistribution, also known as LUNARSABER. In July 2024, Honeybee Robotics captured LUNARSABER’s capabilities during a demonstration of a scaled prototype.

[ Honeybee Robotics ]

Bunker Mini is a compact tracked mobile robot specifically designed to tackle demanding off-road terrains.

[ AgileX ]

In this video we present results of our lab from the latest field deployments conducted in the scope of the Digiforest EU project, in Stein am Rhein, Switzerland. Digiforest brings together various partners working on aerial and legged robots, autonomous harvesters, and forestry decision-makers. The goal of the project is to enable autonomous robot navigation, exploration, and mapping, both below and above the canopy, to create a data pipeline that can support and enhance foresters’ decision-making systems.

[ ARL ]

Video Friday: Robot Baby With a Jet Pack



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

If the Italian Institute of Technology’s iRonCub3 looks this cool while learning to fly, just imagine how cool it will look when it actually takes off!

Hovering is in the works, but this is a really hard problem, which you can read more about in Daniele Pucci’s post on LinkedIn.

[ LinkedIn ]

Stanford Engineering and the Toyota Research Institute achieve the world’s first autonomous tandem drift. Leveraging the latest AI technology, Stanford Engineering and TRI are working to make driving safer for all. By automating a driving style used in motorsports called drifting—in which a driver deliberately spins the rear wheels to break traction—the teams have unlocked new possibilities for future safety systems.

[ TRI ]

Researchers at the Istituto Italiano di Tecnologia (Italian Institute of Technology) have demonstrated that under specific conditions, humans can treat robots as coauthors of the results of their actions. The condition that enables this phenomenon is a robot that behaves in a social, humanlike manner. Engaging in eye contact and participating in a common emotional experience, such as watching a movie, are key.

[ Science Robotics ]

If Aibo is not quite catlike enough for you, here you go.

[ Maicat ] via [ RobotStart ]

I’ve never been more excited for a sim-to-real gap to be bridged.

[ USC Viterbi ]

I’m sorry, but this looks exactly like a quadrotor sitting on a test stand.

The 12-pound Quad-Biplane combines four rotors and two wings without any control surfaces. The aircraft takes off like a conventional quadcopter and transitions to a more-efficient horizontal cruise flight, similar to that of a biplane. This combines the simplicity of a quadrotor design, providing vertical flight capability, with the cruise efficiency of a fixed-wing aircraft. The rotors are responsible for aircraft control both in vertical and forward cruise flight regimes.

[ AVFL ]

Tensegrity robots are so weird, and I so want them to be useful.

[ Suzumori Endo Lab ]

Top-performing robots need all the help they can get.

[ Team B-Human ]

And now: a beetle nearly hit by an autonomous robot.

[ WVUIRL ]

Humans possess a remarkable ability to react to unpredictable perturbations through immediate mechanical responses, which harness the visco-elastic properties of muscles to maintain balance. Inspired by this behavior, we propose a novel design of a robotic leg utilizing fiber-jammed structures as passive compliant mechanisms to achieve variable joint stiffness and damping.

[ Paper ]

I don’t know what this piece of furniture is, but your cats will love it.

[ ABB ]

This video shows a dexterous avatar humanoid robot with VR teleoperation, hand tracking, and speech recognition to achieve highly dexterous mobile manipulation. Extend Robotics is developing a dexterous remote-operation interface to enable data collection for embodied AI and humanoid robots.

[ Extend Robotics ]

I never really thought about this, but wind turbine blades are hollow inside and need to be inspected sometimes, which is really one of those jobs where you’d much rather have a robot do it.

[ Flyability ]

Here’s a full, uncut drone-delivery mission, including a package pickup from our AutoLoader—a simple, nonpowered mechanical device that allows retail partners to utilize drone delivery with existing curbside-pickup workflows.

[ Wing ]

Daniel Simu and his acrobatic robot competed in “America’s Got Talent,” and even though his robot did a very robot thing by breaking itself immediately beforehand, the performance went really well.

[ Acrobot ]

A tour of the Creative Robotics Mini Exhibition at the Creative Computing Institute, University of the Arts London.

[ UAL ]

Thanks, Hooman!

Zoox CEO Aicha Evans and cofounder and chief technology officer Jesse Levinson hosted a LinkedIn Live last week to reflect on the past decade of building Zoox and their predictions for the next 10 years of the autonomous-vehicle industry.

[ Zoox ]

Video Friday: Robot Crash-Perches, Hugs Tree



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

Perching with winged Unmanned Aerial Vehicles has often been solved by means of complex control or intricate appendages. Here, we present a method that relies on passive wing morphing for crash-landing on trees and other types of vertical poles. Inspired by the adaptability of animals’ and bats’ limbs in gripping and holding onto trees, we design dual-purpose wings that enable both aerial gliding and perching on poles.

[ Nature Communications Engineering ]

Pretty impressive to have low enough latency in controlling your robot’s hardware that it can play ping pong, although it makes it impossible to tell whether the robot or the human is the one that’s actually bad at the game.

[ IHMC ]

How to be a good robot when boarding an elevator.

[ NAVER ]

Have you ever wondered how insects are able to go so far beyond their home and still find their way? The answer to this question is not only relevant to biology but also to making the AI for tiny, autonomous robots. We felt inspired by biological findings on how ants visually recognize their environment and combine it with counting their steps in order to get safely back home.

[ Science Robotics ]

Team RoMeLa Practice with ARTEMIS humanoid robots, featuring Tsinghua Hephaestus (Booster Alpha). Fully autonomous humanoid robot soccer match with the official goal of beating the human WorldCup Champions by the year 2050.

[ RoMeLa ]

Triangle is the most stable shape, right?

[ WVU IRL ]

We propose RialTo, a new system for robustifying real-world imitation learning policies via reinforcement learning in “digital twin” simulation environments constructed on the fly from small amounts of real-world data.

[ MIT CSAIL ]

There is absolutely no reason to watch this entire video, but Moley Robotics is still working on that robotic kitchen of theirs.

I will once again point out that the hardest part of cooking (for me, anyway) is the prep and the cleanup, and this robot still needs you to do all that.

[ Moley ]

B-Human has so far won 10 titles at the RoboCup SPL tournament. Can we make it 11 this year? Our RoboCup starts off with a banger game against HTWK Robots form Leipzig!

[ Team B-Human ]

AMBIDEX is a dual-armed robot with an innovative mechanism developed for safe coexistence with humans. Based on an innovative cable structure, it is designed to be both strong and stable.

[ NAVER ]

As NASA’s Perseverance rover prepares to ascend to the rim of Jezero Crater, its team is investigating a rock unlike any that they’ve seen so far on Mars. Deputy project scientist Katie Stack Morgan explains why this rock, found in an ancient channel that funneled water into the crater, could be among the oldest that Perseverance has investigated—or the youngest.

[ NASA ]

We present a novel approach for enhancing human-robot collaboration using physical interactions for real-time error correction of large language model (LLM) parameterized commands.

[ Figueroa Robotics Lab ]

Husky Observer was recently used to autonomously inspect solar panels at a large solar panel farm. As part of its mission, the robot navigated rows of solar panels, stopping to inspect areas with its integrated thermal camera. Images were taken by the robot and enhanced to detect potential “hot spots” in the panels.

[ Clearpath Robotics ]

Most of the time, robotic workcells contain just one robot, so it’s cool to see a pair of them collaborating on tasks.

[ Leverage Robotics ]

Thanks, Roman!

Meet Hydrus, the autonomous underwater drone revolutionising underwater data collection by eliminating the barriers to its entry. Hydrus ensures that even users with limited resources can execute precise and regular subsea missions to meet their data requirements.

[ Advanced Navigation ]

Those adorable Disney robots have finally made their way into a paper.

[ RSS 2024 ]

Video Friday: Unitree Talks Robots



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

RoboCup 2024: 17–22 July 2024, EINDHOVEN, NETHERLANDS
ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

At ICRA 2024, Spectrum editor Evan Ackerman sat down with Unitree Founder and CEO Xingxing Wang and Tony Yang, VP of Business Development, to talk about the company’s newest humanoid, the G1 model.

[ Unitree ]

SACRIFICE YOUR BODY FOR THE ROBOT

[ WVUIRL ]

From navigating uneven terrain outside the lab to pure vision perception, GR-1 continues to push the boundaries of what’s possible.

[ Fourier ]

Aerial manipulation has gained interest for completing high-altitude tasks that are challenging for human workers, such as contact inspection and defect detection. This letter addresses a more general and dynamic task: simultaneously tracking time-varying contact force and motion trajectories on tangential surfaces. We demonstrate the approach on an aerial calligraphy task using a novel sponge pen design as the end-effector.

[ CMU ]

LimX Dynamics Biped Robot P1 was kicked and hit: Faced with random impacts in a crowd, P1 with its new design once again showcased exceptional stability as a mobility platform.

[ LimX Dynamics ]

Thanks, Ou Yan!

This is from ICRA 2018, but it holds up pretty well in the novelty department.

[ SNU INRoL ]

I think someone needs to crank the humor setting up on this one.

[ Deep Robotics ]

The paper summarizes the work at the Micro Air Vehicle Laboratory on end-to-end neural control of quadcopters. A major challenge in bringing these controllers to life is the “reality gap” between the real platform and the training environment. To address this, we combine online identification of the reality gap with pre-trained corrections through a deep neural controller, which is orders of magnitude more efficient than traditional computation of the optimal solution.

[ MAVLab ]

This is a dedicated Track Actuator from HEBI Robotics. Why they didn’t just call it a “tracktuator” is beyond me.

[ HEBI Robotics ]

Menteebot can navigate complex environments by combining a 3D model of the world with a dynamic obstacle map. On the first day in a new location, Menteebot generates the 3D model by following a person who shows the robot around.

[ Mentee Robotics ]

Here’s that drone with a 68kg payload and 70km range you’ve always wanted.

[ Malloy ]

AMBIDEX is a dual-armed robot with an innovative mechanism developed for safe coexistence with humans. Based on an innovative cable structure, it is designed to be both strong and stable.

[ NAVER Labs ]

As quadrotors take on an increasingly diverse range of roles, researchers often need to develop new hardware platforms tailored for specific tasks, introducing significant engineering overhead. In this article, we introduce the UniQuad series, a unified and versatile quadrotor hardware platform series that offers high flexibility to adapt to a wide range of common tasks, excellent customizability for advanced demands, and easy maintenance in case of crashes.

[ HKUST ]

The video demonstrates the field testing of a 43 kg (95 lb) amphibious cycloidal propeller unmanned underwater vehicle (Cyclo-UUV) developed at the Advanced Vertical Flight Laboratory, Texas A&M University. The vehicle utilizes a combination of cycloidal propellers (or cyclo-propellers), screw propellers, and tank treads for operations on land and underwater.

[ TAMU ]

The “pill” (the package hook) on Wing’s delivery drones is a crucial component to our aircraft! Did you know our package hook is designed to be aerodynamic and has stable flight characteristics, even at 65 mph?

[ Wing ]

Happy 50th to robotics at ABB!

[ ABB ]

This JHU Center for Functional Anatomy & Evolution Seminar is by Chen Li, on Terradynamics of Animals & Robots in Complex Terrain.

[ JHU ]

Video Friday: Humanoids Building BMWs



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

RoboCup 2024: 17–22 July 2024, EINDHOVEN, NETHERLANDS
ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

Figure is making progress toward a humanoid robot that can do something useful, but keep in mind that the “full use case” here is not one continuous shot.

[ Figure ]

Can this robot survive a 1-meter drop? Spoiler alert: it cannot.

[ WVUIRL ]

One of those things that’s a lot harder for robots than it probably looks.

This is a demo of hammering a nail. The instantaneous rebound force from the hammer is absorbed through a combination of the elasticity of the rubber material securing the hammer, the deflection in torque sensors and harmonic gears, back-drivability, and impedance control. This allows the nail to be driven with a certain amount of force.

[ Tokyo Robotics ]

Although bin packing has been a key benchmark task for robotic manipulation, the community has mainly focused on the placement of rigid rectilinear objects within the container. We address this by presenting a soft robotic hand that combines vision, motor-based proprioception, and soft tactile sensors to identify, sort, and pack a stream of unknown objects.

[ MIT CSAIL ]

Status Update: Extending traditional visual servo and compliant control by integrating the latest reinforcement and imitation learning control methodologies, UBTECH gradually trains the embodied intelligence-based “cerebellum” of its humanoid robot Walker S for diverse industrial manipulation tasks.

[ UBTECH ]

If you’re gonna ask a robot to stack bread, better make it flat.

[ FANUC ]

Cassie has to be one of the most distinctive sounding legged robots there is.

[ Paper ]

Twice the robots are by definition twice as capable, right...?

[ Pollen Robotics ]

The Robotic Systems Lab participated in the Advanced Industrial Robotic Applications (AIRA) Challenge at the ACHEMA 2024 process industry trade show, where teams demonstrated their teleoperated robotic solutions for industrial inspection tasks. We competed with the ALMA legged manipulator robot, teleoperated using a second robot arm in a leader-follower configuration, placing us in third place for the competition.

[ ETHZ RSL ]

This is apparently “peak demand” in a single market for Wing delivery drones.

[ Wing ]

Using a new type of surgical intervention and neuroprosthetic interface, MIT researchers, in collaboration with colleagues from Brigham and Women’s Hospital, have shown that a natural walking gait is achievable using a prosthetic leg fully driven by the body’s own nervous system. The surgical amputation procedure reconnects muscles in the residual limb, which allows patients to receive “proprioceptive” feedback about where their prosthetic limb is in space.

[ MIT ]

Coal mining in Forest of Dean (UK) is such a difficult and challenging job. Going into the mine as human is sometimes almost impossible. We did it with our robot while inspecting the mine with our partners (Forestry England) and the local miners!

[ UCL RPL ]

Chill.

[ ABB ]

Would you tango with a robot? Inviting us into the fascinating world of dancing machines, robot choreographer Catie Cuan highlights why teaching robots to move with grace, intention and emotion is essential to creating AI-powered machines we will want to welcome into our daily lives.

[ TED ]

Video Friday: Morphy Drone



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

RoboCup 2024: 17–22 July 2024, EINDHOVEN, NETHERLANDS
ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UAE
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

We present Morphy, a novel compliant and morphologically aware flying robot that integrates sensorized flexible joints in its arms, thus enabling resilient collisions at high speeds and the ability to squeeze through openings narrower than its nominal dimensions.

Morphy represents a new class of soft flying robots that can facilitate unprecedented resilience through innovations both in the “body” and “brain.” The novel soft body can, in turn, enable new avenues for autonomy. Collisions that previously had to be avoided have now become acceptable risks, while areas that are untraversable for a certain robot size can now be negotiated through self-squeezing. These novel bodily interactions with the environment can give rise to new types of embodied intelligence.

[ ARL ]

Thanks, Kostas!

Segments of daily training for robots driven by reinforcement learning. Multiple tests done in advance for friendly service humans. The training includes some extreme tests. Please do not imitate!

[ Unitree ]

Sphero is not only still around, it’s making new STEM robots!

[ Sphero ]

Googly eyes mitigate all robot failures.

[ WVUIRL ]

Here I am, without the ability or equipment (or desire) required to iron anything that I own, and Flexiv’s got robots out there ironing fancy leather car seats.

[ Flexiv ]

Thanks, Noah!

We unveiled a significant leap forward in perception technology for our humanoid robot GR-1. The newly adapted pure-vision solution integrates bird’s-eye view, transformer models, and an occupancy network for precise and efficient environmental perception.

[ Fourier ]

Thanks, Serin!

LimX Dynamics’ humanoid robot CL-1 was launched in December 2023. It climbed stairs based on real-time terrain perception, two steps per stair. Four months later, in April 2024, the second demo video showcased CL-1 in the same scenario. It had advanced to climb the same stair, one step per stair.

[ LimX Dynamics ]

Thanks, Ou Yan!

New research from the University of Massachusetts Amherst shows that programming robots to create their own teams and voluntarily wait for their teammates results in faster task completion, with the potential to improve manufacturing, agriculture, and warehouse automation.

[ HCRL ] via [ UMass Amherst ]

Thanks, Julia!

LASDRA (Large-size Aerial Skeleton with Distributed Rotor Actuation system (ICRA18) is a scalable and modular aerial robot. It can assume a very slender, long, and dexterous form factor and is very lightweight.

[ SNU INRoL ]

We propose augmenting initially passive structures built from simple repeated cells, with novel active units to enable dynamic, shape-changing, and robotic applications. Inspired by metamaterials that can employ mechanisms, we build a framework that allows users to configure cells of this passive structure to allow it to perform complex tasks.

[ CMU ]

Testing autonomous exploration at the Exyn Office using Spot from Boston Dynamics. In this demo, Spot autonomously explores our flight space while on the hunt for one of our engineers.

[ Exyn ]

Meet Heavy Picker, the strongest robot in bulky-waste sorting and an absolute pro at lifting and sorting waste. With skills that would make a concert pianist jealous and a work ethic that never needs coffee breaks, Heavy Picker was on the lookout for new challenges.

[ Zen Robotics ]

AI is the biggest and most consequential business, financial, legal, technological, and cultural story of our time. In this panel, you will hear from the underrepresented community of women scientists who have been leading the AI revolution—from the beginning to now.

[ Stanford HAI ]

Video Friday: 1X Robots Tidy Up



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

RoboCup 2024: 17–22 July 2024, EINDHOVEN, NETHERLANDS
ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS
IROS 2024: 14–18 October 2024, ABU DHABI, UNITED ARAB EMIRATES
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

In this video, you see the start of 1X’s development of an advanced AI system that chains simple tasks into complex actions using voice commands, allowing seamless multi-robot control and remote operation. By starting with single-task models, we ensure smooth transitions to more powerful unified models, ultimately aiming to automate high-level actions using AI.

This video does not contain teleoperation, computer graphics, cuts, video speedups, or scripted trajectory playback. It’s all controlled via neural networks.

[ 1X ]

As the old adage goes, one cannot claim to be a true man without a visit to the Great Wall of China. XBot-L, a full-sized humanoid robot developed by Robot Era, recently acquitted itself well in a walk along sections of the Great Wall.

[ Robot Era ]

The paper presents a novel rotary wing platform, that is capable of folding and expanding its wings during flight. Our source of inspiration came from birds’ ability to fold their wings to navigate through small spaces and dive. The design of the rotorcraft is based on the monocopter platform, which is inspired by the flight of Samara seeds.

[ AirLab ]

We present a variable stiffness robotic skin (VSRS), a concept that integrates stiffness-changing capabilities, sensing, and actuation into a single, thin modular robot design. Reconfiguring, reconnecting, and reshaping VSRSs allows them to achieve new functions both on and in the absence of a host body.

[ Yale Faboratory ]

Heimdall is a new rover design for the 2024 University Rover Challenge (URC). This video shows highlights of Heimdall’s trip during the four missions at URC 2024.

Heimdall features a split body design with whegs (wheel legs), and a drill for sub-surface sample collection. It also has the ability to manipulate a variety of objects, collect surface samples, and perform onboard spectrometry and chemical tests.

[ WVU ]

I think this may be the first time I’ve seen an autonomous robot using a train? This one is delivering lunch boxes!

[ JSME ]

The AI system used identifies and separates red apples from green apples, after which a robotic arm picks up the red apples identified with a qb SoftHand Industry and gently places them in a basket.

My favorite part is the magnetic apple stem system.

[ QB Robotics ]

DexNex (v0, June 2024) is an anthropomorphic teleoperation testbed for dexterous manipulation at the Center for Robotics and Biosystems at Northwestern University. DexNex recreates human upper-limb functionality through a near 1-to-1 mapping between Operator movements and Avatar actions.

Motion of the Operator’s arms, hands, fingers, and head are fed forward to the Avatar, while fingertip pressures, finger forces, and camera images are fed back to the Operator. DexNex aims to minimize the latency of each subsystem to provide a seamless, immersive, and responsive user experience. Future research includes gaining a better understanding of the criticality of haptic and vision feedback for different manipulation tasks; providing arm-level grounded force feedback; and using machine learning to transfer dexterous skills from the human to the robot.

[ Northwestern ]

Sometimes the best path isn’t the smoothest or straightest surface, it’s the path that’s actually meant to be a path.

[ RaiLab ]

Fulfilling a school requirement by working in a Romanian locomotive factory one week each month, Daniela Rus learned to operate “machines that help us make things.” Appreciation for the practical side of math and science stuck with Daniela, who is now Director of the MIT Computer Science and Artificial Intelligence Laboratory (CSAIL).

[ MIT ]

For AI to achieve its full potential, non-experts need to be let into the development process, says Rumman Chowdhury, CEO and cofounder of Humane Intelligence. She tells the story of farmers fighting for the right to repair their own AI-powered tractors (which some manufacturers actually made illegal), proposing everyone should have the ability to report issues, patch updates or even retrain AI technologies for their specific uses.

[ TED ]

Video Friday: Multitasking



Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

RoboCup 2024: 17–22 July 2024, EINDHOVEN, NETHERLANDS
ICSR 2024: 23–26 October 2024, ODENSE, DENMARK
Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

Do you have trouble multitasking? Cyborgize yourself through muscle stimulation to automate repetitive physical tasks while you focus on something else.

[ SplitBody ]

By combining a 5,000 frame-per-second (FPS) event camera with a 20-FPS RGB camera, roboticists from the University of Zurich have developed a much more effective vision system that keeps autonomous cars from crashing into stuff, as described in the current issue of Nature.

[ Nature ]

Mitsubishi Electric has been awarded the GUINNESS WORLD RECORDS title for the fastest robot to solve a puzzle cube. The robot’s time of 0.305 second beat the previous record of 0.38 second, for which it received a GUINNESS WORLD RECORDS certificate on 21 May 2024.

[ Mitsubishi ]

Sony’s AIBO is celebrating its 25th anniversary, which seems like a long time, and it is. But back then, the original AIBO could check your email for you. Email! In 1999!

I miss Hotmail.

[ AIBO ]

SchniPoSa: schnitzel with french fries and a salad.

[ Dino Robotics ]

Cloth-folding is still a really hard problem for robots, but progress was made at ICRA!

[ ICRA Cloth Competition ]

Thanks, Francis!

MIT CSAIL researchers enhance robotic precision with sophisticated tactile sensors in the palm and agile fingers, setting the stage for improvements in human-robot interaction and prosthetic technology.

[ MIT ]

We present a novel adversarial attack method designed to identify failure cases in any type of locomotion controller, including state-of-the-art reinforcement-learning-based controllers. Our approach reveals the vulnerabilities of black-box neural network controllers, providing valuable insights that can be leveraged to enhance robustness through retraining.

[ Fan Shi ]

In this work, we investigate a novel integrated flexible OLED display technology used as a robotic skin-interface to improve robot-to-human communication in a real industrial setting at Volkswagen or a collaborative human-robot interaction task in motor assembly. The interface was implemented in a workcell and validated qualitatively with a small group of operators (n=9) and quantitatively with a large group (n=42). The validation results showed that using flexible OLED technology could improve the operators’ attitude toward the robot; increase their intention to use the robot; enhance their perceived enjoyment, social influence, and trust; and reduce their anxiety.

[ Paper ]

Thanks, Bram!

We introduce InflatableBots, shape-changing inflatable robots for large-scale encountered-type haptics in VR. Unlike traditional inflatable shape displays, which are immobile and limited in interaction areas, our approach combines mobile robots with fan-based inflatable structures. This enables safe, scalable, and deployable haptic interactions on a large scale.

[ InflatableBots ]

We present a bioinspired passive dynamic foot in which the claws are actuated solely by the impact energy. Our gripper simultaneously resolves the issue of smooth absorption of the impact energy and fast closure of the claws by linking the motion of an ankle linkage and the claws through soft tendons.

[ Paper ]

In this video, a 3-UPU exoskeleton robot for a wrist joint is designed and controlled to perform wrist extension, flexion, radial-deviation, and ulnar-deviation motions in stroke-affected patients. This is the first time a 3-UPU robot has been used effectively for any kind of task.

“UPU” stands for “universal-prismatic-universal” and refers to the actuators—the prismatic joints between two universal joints.

[ BAS ]

Thanks, Tony!

BRUCE Got Spot-ted at ICRA2024.

[ Westwood Robotics ]

Parachutes: maybe not as good of an idea for drones as you might think.

[ Wing ]

In this paper, we propose a system for the artist-directed authoring of stylized bipedal walking gaits, tailored for execution on robotic characters. To demonstrate the utility of our approach, we animate gaits for a custom, free-walking robotic character, and show, with two additional in-simulation examples, how our procedural animation technique generalizes to bipeds with different degrees of freedom, proportions, and mass distributions.

[ Disney Research ]

The European drone project Labyrinth aims to keep new and conventional air traffic separate, especially in busy airspaces such as those expected in urban areas. The project provides a new drone-traffic service and illustrates its potential to improve the safety and efficiency of civil land, air, and sea transport, as well as emergency and rescue operations.

[ DLR ]

This Carnegie Mellon University Robotics Institute seminar, by Kim Baraka at Vrije Universiteit Amsterdam, is on the topic “Why We Should Build Robot Apprentices and Why We Shouldn’t Do It Alone.”

For robots to be able to truly integrate human-populated, dynamic, and unpredictable environments, they will have to have strong adaptive capabilities. In this talk, I argue that these adaptive capabilities should leverage interaction with end users, who know how (they want) a robot to act in that environment. I will present an overview of my past and ongoing work on the topic of human-interactive robot learning, a growing interdisciplinary subfield that embraces rich, bidirectional interaction to shape robot learning. I will discuss contributions on the algorithmic, interface, and interaction design fronts, showcasing several collaborations with animal behaviorists/trainers, dancers, puppeteers, and medical practitioners.

[ CMU RI ]

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