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Jeremy A. Collins

6 accepted papers

2025

RoCoDA: Counterfactual Data Augmentation for Data-Efficient Robot Learning from Demonstrations

ICRA 2025

Imitation learning in robotics faces significant challenges in generalization due to the complexity of robotic environments and the high cost of data collection. We introduce RoCoDA, a novel method that unifies the concepts of invariance, equivariance, and causality within a single framework to enha

Cited by 13SourcecodeScholar
2024

ForceSight: Text-Guided Mobile Manipulation with Visual-Force Goals

ICRA 2024poster

We present ForceSight, a system for text-guided mobile manipulation that predicts visual-force goals using a text-conditioned vision transformer. Given a single RGBD image and a text prompt, ForceSight determines a target end-effector pose in the camera frame (kinematic goal) and the associated forc…

Cited by 7SourcecodeScholar
2023

Force/Torque Sensing for Soft Grippers using an External Camera

ICRA 2023poster

Robotic manipulation can benefit from wrist-mounted force/torque (F/T) sensors, but conventional F/T sensors can be expensive, difficult to install, and damaged by high loads. We present Visual Force/Torque Sensing (VFTS), a method that visually estimates the 6-axis F/T measurement that would be rep…

Cited by 7SourcecodeScholar
2023

Visual Contact Pressure Estimation for Grippers in the Wild

IROS 2023poster

Sensing contact pressure applied by a gripper can benefit autonomous and teleoperated robotic manipulation, but adding tactile sensors to a gripper's surface can be difficult or impractical. If a gripper visibly deforms, contact pressure can be visually estimated using images from an external camera…

Cited by 1SourcecodeScholar
2022

Tendon-Driven Soft Robotic Gripper for Blackberry Harvesting

RA-L 2022

Global berry production and consumption have significantly increased in recent years, coinciding with increased consumer awareness of the health-promoting benefits of berries. Of those consumed, fresh-market blackberries are primarily harvested by hand to maintain postharvest quality. However, the f

Cited by 77SourceScholar
2022

Visual Pressure Estimation and Control for Soft Robotic Grippers

IROS 2022poster

Soft robotic grippers facilitate contact-rich manipulation, including robust grasping of varied objects. Yet the beneficial compliance of a soft gripper also results in significant deformation that can make precision manipulation challenging. We present visual pressure estimation & control (VPEC), a…

Cited by 6SourcecodeScholar