Search Results for author: Mona Köhler

Found 5 papers, 2 papers with code

Fusing Hand and Body Skeletons for Human Action Recognition in Assembly

no code implementations18 Jul 2023 Dustin Aganian, Mona Köhler, Benedict Stephan, Markus Eisenbach, Horst-Michael Gross

As collaborative robots (cobots) continue to gain popularity in industrial manufacturing, effective human-robot collaboration becomes crucial.

Action Recognition Temporal Action Localization

How Object Information Improves Skeleton-based Human Action Recognition in Assembly Tasks

no code implementations9 Jun 2023 Dustin Aganian, Mona Köhler, Sebastian Baake, Markus Eisenbach, Horst-Michael Gross

Our research sheds light on the benefits of combining skeleton joints with object information for human action recognition in assembly tasks.

Action Classification Action Recognition +5

Efficient Multi-Task RGB-D Scene Analysis for Indoor Environments

2 code implementations10 Jul 2022 Daniel Seichter, Söhnke Benedikt Fischedick, Mona Köhler, Horst-Michael Groß

In order to evaluate our multi-task approach, we extend the annotations of the common RGB-D indoor datasets NYUv2 and SUNRGB-D for instance segmentation and orientation estimation.

Instance Segmentation Panoptic Segmentation +4

Few-Shot Object Detection: A Comprehensive Survey

no code implementations22 Dec 2021 Mona Köhler, Markus Eisenbach, Horst-Michael Gross

To avoid the need to acquire and annotate these huge amounts of data, few-shot object detection aims to learn from few object instances of new categories in the target domain.

Few-Shot Object Detection Object +1

Efficient RGB-D Semantic Segmentation for Indoor Scene Analysis

4 code implementations13 Nov 2020 Daniel Seichter, Mona Köhler, Benjamin Lewandowski, Tim Wengefeld, Horst-Michael Gross

In this paper, we propose an efficient and robust RGB-D segmentation approach that can be optimized to a high degree using NVIDIA TensorRT and, thus, is well suited as a common initial processing step in a complex system for scene analysis on mobile robots.

Segmentation Semantic Segmentation +1

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