A robot apparatus according to an embodiment of the present technology includes a first robot and a second robot. The first robot includes a first hand section and a first control section. The first hand section is configured to be capable of holding one part of a work. The first control section is configured to be capable of controlling the first hand section and generating a reference signal including information about an action of the first hand section. The second robot includes a second hand section and a second control section. The second hand section is configured to be capable of holding another part of the work. The second control section is configured to be capable of selectively executing a first control mode that controls the second hand section and a second control mode that controls the second hand section by cooperating with the first hand section on the basis of the reference signal.

A collaborative robot motion gauge determines a motion of a collaborative robot and includes: a bar; a dextral metrology member disposed on the bar; a dextral motion coupler moveably disposed on the bar; a dextral displacement sensor disposed on the dextral metrology member in communication with the dextral motion coupler; a dextral arm coupler disposed on the dextral motion coupler and that: couples to a dextral arm of the collaborative robot to the dextral motion coupler; communicates motion of the dextral arm to the dextral displacement sensor; and moves the dextral motion coupler in response to motion of the dextral arm; a sinistral metrology member disposed on the bar at a sinistral position; a sinistral motion coupler; a sinistral displacement sensor in communication with the sinistral motion coupler; and a sinistral arm coupler that couples a sinistral arm to the sinistral motion coupler.

A collaborative robot motion gauge determines a motion of a collaborative robot and includes: a bar; a dextral metrology member disposed on the bar; a dextral motion coupler moveably disposed on the bar; a dextral displacement sensor disposed on the dextral metrology member in communication with the dextral motion coupler; a dextral arm coupler disposed on the dextral motion coupler and that: couples to a dextral arm of the collaborative robot to the dextral motion coupler; communicates motion of the dextral arm to the dextral displacement sensor; and moves the dextral motion coupler in response to motion of the dextral arm; a sinistral metrology member disposed on the bar at a sinistral position; a sinistral motion coupler; a sinistral displacement sensor in communication with the sinistral motion coupler; and a sinistral arm coupler that couples a sinistral arm to the sinistral motion coupler.

An autonomous system can detect out-of-distribution (OOD) data in robotic grasping systems, based on evaluating image inputs of the robotic grasping systems. Furthermore, the system makes various decisions based on detecting the OOD data, so as to avoid inefficient or hazardous situations or other negative consequences (e.g., damage to products). For example, the system can determine whether a suction-based gripper is optimal for grasping objects in a given scene, based at least in part on determining whether an image defines OOD data.