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Progress so far

Thesis objective 1

  • Created 2D calibration method using haptic feedback of the touchscreen. (spring 2025)
  • Gathered accuracy results of reach movement with this calibration (correction) used. (summer 2025)
  • Compared new results (correction used) with old ones (no correction used). (summer 2025)
  • Objective 1 finished and published in ICANN 2025. (summer 2025)

Thesis objective 2

  • Managed to enable grasping in all available positions using palm orientation interpolation. The palm orientation (yaw) must change based on the position; with a fixed orientation, the robot cannot reach everywhere. (autumn 2025)
  • Managed to detect large ball using YOLO algorithm and consequently get the 2D position of the ball just from this visual input and kinematic chain. (autumn 2025)
  • Created script that finds the ball using stereo camera in robot's eyes, gets the position of the ball and attempts to grab it. (autumn 2025)
  • This ball is however not suitable for NICO grasping (too large), it needs smaller objects. YOLO algorithm was not able to detect smaller objects.

Thesis text writing

  • Wrote the first 15 pages of the thesis containg introduction and theory. (winter 2025)

Future work

Thesis objective 2

  • Find appropriate object detection model for finding objects that NICO can grasp.
  • Create and realize testing of this method that finds and grasps objects.

Thesis objective 3

  • Find a solution to finding 3D position of an object using just a visual input.
  • Create a script that finds an object in any 3D position and attempts to grasp it.
  • Create and realize testing of this method that finds and grasps objects in 3D.

Thesis text writing

  • Finish writing all remaining chapters of the thesis.