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Self/other distinction and self-recognition are important skills for interacting with the world, as it allows humans to differentiate own actions from others and be self-aware. However, only a selected group of animals, mainly high order…

Robotics · Computer Science 2020-04-14 Pablo Lanillos , Jordi Pages , Gordon Cheng

In a standard Turing test, a machine has to prove its humanness to the judges. By successfully imitating a thinking entity such as a human, this machine then proves that it can also think. Some objections claim that Turing test is not a…

Artificial Intelligence · Computer Science 2021-09-07 Yigit Oktar , Erdem Okur , Mehmet Turkan

Faces play a magnificent role in human robot interaction, as they do in our daily life. The inherent ability of the human mind facilitates us to recognize a person by exploiting various challenges such as bad illumination, occlusions, pose…

Computer Vision and Pattern Recognition · Computer Science 2018-12-19 Avinash Kumar Singh

The mirror self-recognition test evaluates whether a subject touches a mark on its own body that is visible only in a mirror, and is widely used as an indicator of self-awareness. In this study, we present a computational model in which…

Machine Learning · Computer Science 2026-04-14 Dongmin Kim , Hoshinori Kanazawa , Yasuo Kuniyoshi

Robots today often miss a key ingredient of truly intelligent behavior: the ability to reflect on their own cognitive processes and decisions. In humans, this self-monitoring or metacognition is crucial for learning, decision making and…

The gaze of a person tends to reflect their interest. This work explores what happens when this statement is taken literally and applied to robots. Here we present a robot system that employs a moving robot head with a screen-based eye…

Robotics · Computer Science 2025-11-05 Matti Krüger , Daniel Tanneberg , Chao Wang , Stephan Hasler , Michael Gienger

When presented with an unknown robot (subject) how can an autonomous agent (learner) figure out what this new robot can do? The subject's appearance can provide cues to its physical as well as cognitive capabilities. Seeing a humanoid can…

Artificial Intelligence · Computer Science 2018-08-03 Ashwin Khadke , Manuela Veloso

In the animal kingdom, mirror self-recognition is a canonical probe of higher-order cognition, emerging only in some species. We ask whether an analogous functional capability emerges in embodied vision-language model (VLM) agents: can they…

Artificial Intelligence · Computer Science 2026-05-12 Filippo Ziliotto , Ciro Beneduce , Bruno Lepri , Luciano Serafini , Massimiliano Luca , Tommaso Campari

Autonomous robots with sophisticated capabilities can make it difficult for human instructors to assess its capabilities and proficiencies. Therefore, it is important future robots have the ability to: introspect on their capabilities and…

Robotics · Computer Science 2020-06-11 Tyler Frasca , Evan Krause , Ravenna Thielstrom , Matthias Scheutz

The emergence of vision catalysed a pivotal evolutionary advancement, enabling organisms not only to perceive but also to interact intelligently with their environment. This transformation is mirrored by the evolution of robotic systems,…

Robotics · Computer Science 2025-03-06 Yuhang Hu , Jiong Lin , Hod Lipson

The underlying processes that enable self-perception are crucial for understanding multisensory integration, body perception and action, and the development of the self. Previous computational models have overlooked an essential aspect:…

Neurons and Cognition · Quantitative Biology 2022-08-30 Jonathan Bauermeister , Pablo Lanillos

Self-recognition -- the ability to maintain an internal representation of one's own body within the environment -- underpins intelligent, autonomous behavior. As a foundational component of the minimal self, self-recognition provides the…

The pursuit of artificial intelligence has long been associated to the the challenge of effectively measuring intelligence. Even if the Turing Test was introduced as a means of assessing a system intelligence, its relevance and application…

Robotics · Computer Science 2025-07-23 Lavinia Hriscu , Alberto Sanfeliu , Anais Garrell

In robotics, one of the main challenges is that the on-board Artificial Intelligence (AI) must deal with different or unexpected environments. Such AI agents may be incompetent there, while the underlying model itself may not be aware of…

Robotics · Computer Science 2020-05-05 Gertjan J. Burghouts , Albert Huizing , Mark A. Neerincx

Self-recognition is a crucial metacognitive capability for AI systems, relevant not only for psychological analysis but also for safety, particularly in evaluative scenarios. Motivated by contradictory interpretations of whether models…

Artificial Intelligence · Computer Science 2025-10-07 Xiaoyan Bai , Aryan Shrivastava , Ari Holtzman , Chenhao Tan

Autonomous robots deal with unexpected scenarios in real environments. Given input images, various visual perception tasks can be performed, e.g., semantic segmentation, depth estimation and normal estimation. These different tasks provide…

Computer Vision and Pattern Recognition · Computer Science 2022-03-01 Boyang Sun , Jiaxu Xing , Hermann Blum , Roland Siegwart , Cesar Cadena

We introduce an approach to building a custom model from ready-made self-supervised models via their associating instead of training and fine-tuning. We demonstrate it with an example of a humanoid robot looking at the mirror and learning…

Robotics · Computer Science 2024-02-27 Andrej Lucny , Kristina Malinovska , Igor Farkas

Humans and animals excel in combining information from multiple sensory modalities, controlling their complex bodies, adapting to growth, failures, or using tools. These capabilities are also highly desirable in robots. They are displayed…

Robotics · Computer Science 2022-11-08 Matej Hoffmann

We summarize our efforts to date in developing a framework for generating succinct human-understandable competency self-assessments in terms of machine self confidence, i.e. a robot's self-trust in its functional abilities to accomplish…

Artificial Intelligence · Computer Science 2022-03-24 Brett W. Israelsen , Nisar Ahmed

While humans are aware of their body and capabilities, robots are not. To address this, we present in this paper a neural network architecture that enables a dual-arm robot to get a sense of itself in an environment. Our approach is…

Robotics · Computer Science 2024-10-30 Ali AlQallaf , Gerardo Aragon-Camarasa
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