I'm sure this is impressive for an autonomous robot. However, as a fan of real parkour its kinda annoying to see some modest jumps and walking on a slope labelled "extreme parkour". What the robot demonstrates I'd expect any healthy 10 year old to be able to equal.
The metrics they're using (2x its height for climbing a wall, 2x its length for crossing a gap) are weird and don't really relate to the same achievements for a traceur. 2x its height is really more like slightly over 1x its usable body for that maneuver (0.4m length, 0.51cm height of the climb). I agree, not extreme but still pretty impressive for a robot. We're not going to see them doing cat leaps any time soon ;)
Relative size of leaps doesn't seem to be a particularly useful metric for assessing the NN performance anyway, since in the absence of the human constraint of fear it's really limited only by the mechanics of its legs and its weight.
More impressive would be adaptation to obstacles without clearly delineated edges, sticking landings on uneven/moving landing sites, and especially avoidance of landing sites which appear incapable of supporting its weight properly, particularly if it could do it well enough to generalise to novel courses.
The video hints the model may be able to do this to some extent (the high jump does show some apparently necessary compensating movement to avoid slipping off), but doesn't really demonstrate it.
I'll extend 'avoidance of landing sites which appear incapable of supporting its weight properly' to 'avoidance of landing sites which are off-limits, including living things'
E.g. A sleeping dog that is motionless, a valuable item, wet concrete.
For sure, but the paper is disingenuous in their description of the challenge they are supposedly tackling compared to what they actual achieve. Here's an excerpt from the introduction of the paper:
"Parkour is a popular athletic sport that involves humans traversing obstacles in a highly dynamic
manner like running on walls and ramps, long coordinated jumps, and high jumps across obstacles.
This involves remarkable eye-muscle coordination since missing a step can be fatal. Further, because
of the large torques exerted, human muscles tend to operate at the limits of their ability and limbs
must be positioned in such a way as to maximize mechanical advantage. Hence, margins for error
are razor thin, and to execute a successful maneuver, the athlete needs to make all the right moves.
Understandably, this is a much more challenging task than walking or running and requires years of
practice to master. Replicating this ability in robotics poses a massive software as well as hardware
challenge as the robot would need to operate at the limits of hardware for extreme parkour."
Well I was very conservative in choosing a healthy 10 year old as a point of comparison. A trained 10 year old can do a lot more. This guy was 7 at the time of filming: https://www.youtube.com/watch?v=1c__4ETI7aM
I'm not trying to diminish the accomplishment with respect to the state of the art of robotics, just bring some reality to the comparison against what humans are capable of.