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Alexander Kleiner

3 accepted papers

2026

From Observation to Action: Latent Action-based Primitive Segmentation for VLA Pre-training in Industrial Settings

CVPR 2026

We present a novel unsupervised framework to unlock vast unlabeled human demonstration data from continuous industrial video streams for Vision-Language-Action (VLA) model pre-training. Our method first trains a lightweight motion tokenizer to encode motion dynamics, then employs an unsupervised act

Cited by 0SourcecodeScholar
2023

A Benchmark for Multi-Robot Planning in Realistic, Complex and Cluttered Environments

ICRA 2023poster

Several successful approaches exist for solving the complex problem of multi-robot planning and coordination. Due to the lack of adequate benchmarking tools, comparing these approaches and judging their suitability for use in realistic scenarios is currently difficult. Therefore, we propose an open-…

Cited by 4SourceScholar
2017

A solution to room-by-room coverage for autonomous cleaning robots

IROS 2017poster

We introduce RoomsSeg, a novel method for segmenting occupancy grid maps into regions that represent rooms and corridors in the real world. The segmentation is utilized for systematic room-by-room cleaning on autonomous vacuum cleaners running in private homes. RoomsSeg is based on automated clutter…

Cited by 40SourceScholar