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This paper describes an approach of creating a system identifying fruit and vegetables in the retail market using images captured with a video camera attached to the system. The system helps the customers to label desired fruits and…

Computer Vision and Pattern Recognition · Computer Science 2020-10-19 Frida Femling , Adam Olsson , Fernando Alonso-Fernandez

The human capability to reason about one domain by using knowledge of other domains has been researched for more than 50 years, but models that are formally sound and predict cognitive process are sparse. We propose a formally sound method…

Artificial Intelligence · Computer Science 2022-01-10 Claudia Schon , Ulrich Furbach , Marco Ragni

As conversational search becomes more pervasive, it becomes increasingly important to understand the user's underlying information needs when they converse with such systems in diverse domains. We conduct an in-situ study to understand…

Information Retrieval · Computer Science 2021-12-13 Alexander Frummet , David Elsweiler , Bernd Ludwig

Vision-language models (VLMs) show promise for autonomous driving but often lack transparent reasoning capabilities that are critical for safety. We investigate whether explicitly modeling reasoning during fine-tuning enhances VLM…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Amirhosein Chahe , Lifeng Zhou

As knowledge graph has the potential to bridge the gap between commonsense knowledge and reasoning over actionable capabilities of mobile robotic platforms, incorporating knowledge graph into robotic system attracted increasing attention in…

Human-Computer Interaction · Computer Science 2023-05-01 Chao Wang , Joerg Deigmoeller

A user pointing their phone at a supermarket shelf and asking "Which soda has the least sugar?" poses a difficult challenge for current visual Al assistants. Such queries require not only object recognition, but explicit set-based reasoning…

Multimedia · Computer Science 2026-03-18 Zehua Cheng , Wei Dai , Wenhu Zhang , Thomas Lukasiewicz , Jiahao Sun

Dramatic progress has been witnessed in basic vision tasks involving low-level perception, such as object recognition, detection, and tracking. Unfortunately, there is still an enormous performance gap between artificial vision systems and…

Computer Vision and Pattern Recognition · Computer Science 2019-03-08 Chi Zhang , Feng Gao , Baoxiong Jia , Yixin Zhu , Song-Chun Zhu

The ability to shop independently, especially in grocery stores, is important for maintaining a high quality of life. This can be particularly challenging for people with visual impairments (PVI). Stores carry thousands of products, with…

Robotics · Computer Science 2024-06-03 Shivendra Agrawal , Suresh Nayak , Ashutosh Naik , Bradley Hayes

We address goal-based imitation learning, where the aim is to output the symbolic goal from a third-person video demonstration. This enables the robot to plan for execution and reproduce the same goal in a completely different environment.…

Refrigeration limits are of fundamental and practical importance. We here show that quantum systems can be cooled below existing incoherent cooling bounds by employing coherent virtual qubits, even if the amount of coherence is incompletely…

Quantum Physics · Physics 2024-10-25 Rodolfo R. Soldati , Durga B. R. Dasari , Jörg Wrachtrup , Eric Lutz

To ensure proper knowledge representation of the kitchen environment, it is vital for kitchen robots to recognize the states of the food items that are being cooked. Although the domain of object detection and recognition has been…

Computer Vision and Pattern Recognition · Computer Science 2023-03-07 Akib Mohammed Khan , Alif Ashrafee , Reeshoon Sayera , Shahriar Ivan , Sabbir Ahmed

We present an empirical analysis of the state-of-the-art systems for referring expression recognition -- the task of identifying the object in an image referred to by a natural language expression -- with the goal of gaining insight into…

Computation and Language · Computer Science 2018-05-31 Volkan Cirik , Louis-Philippe Morency , Taylor Berg-Kirkpatrick

Inspired by human categorization, object property reasoning involves identifying and recognizing low-level details and higher-level abstractions. While current visual question answering (VQA) studies consider multiple object properties,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-16 Abhishek Kolari , Mohammadhossein Khojasteh , Yifan Jiang , Floris den Hengst , Filip Ilievski

Humans can naturally reason from superficial state differences (e.g. ground wetness) to transformations descriptions (e.g. raining) according to their life experience. In this paper, we propose a new visual reasoning task to test this…

Computer Vision and Pattern Recognition · Computer Science 2024-06-12 Wanqing Cui , Xin Hong , Yanyan Lan , Liang Pang , Jiafeng Guo , Xueqi Cheng

Visual reasoning is central to human cognition, enabling individuals to interpret and abstractly understand their environment. Although recent Multimodal Large Language Models (MLLMs) have demonstrated impressive performance across language…

Computer Vision and Pattern Recognition · Computer Science 2025-03-17 Jing Bi , Junjia Guo , Susan Liang , Guangyu Sun , Luchuan Song , Yunlong Tang , Jinxi He , Jiarui Wu , Ali Vosoughi , Chen Chen , Chenliang Xu

Smart cooking based on Amazon Echo uses the internet of things and cloud computing to assist in cooking food. People may speak to Amazon Echo during the cooking in order to get the information and situation of the cooking. Amazon Echo…

Computers and Society · Computer Science 2018-12-05 Lin Xiaoguang , Yang Yong , Zhang Ju

This paper presents a case study on how to process cooking recipes (and more generally, how-to instructions) in a way that makes it possible for a robot or artificial cooking assistant to support human chefs in the kitchen. Such AI…

Computation and Language · Computer Science 2025-01-06 Remi van Trijp , Katrien Beuls , Paul Van Eecke

We design a measurement-based quantum refrigerator with an arbitrary number of qubits situated in a one-dimensional array that interact through variable-range XY interactions. The method proposed is based on repeated evolution followed by a…

Quantum Physics · Physics 2022-09-19 Tanoy Kanti Konar , Srijon Ghosh , Aditi Sen De

Vision-language models (VLMs) have shown strong promise for medical image analysis, but most remain opaque, offering predictions without the transparent, stepwise reasoning clinicians rely on. We present a framework that brings…

Computer Vision and Pattern Recognition · Computer Science 2025-10-31 Andriy Myronenko , Dong Yang , Baris Turkbey , Mariam Aboian , Sena Azamat , Esra Akcicek , Hongxu Yin , Pavlo Molchanov , Marc Edgar , Yufan He , Pengfei Guo , Yucheng Tang , Daguang Xu

Visual Language Models have demonstrated remarkable capabilities across tasks, including visual question answering and image captioning. However, most models rely on text-based instructions, limiting their effectiveness in human-machine…

Computer Vision and Pattern Recognition · Computer Science 2024-12-24 Tan-Hanh Pham , Hoang-Nam Le , Phu-Vinh Nguyen , Chris Ngo , Truong-Son Hy