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With the increased importance of autonomous navigation systems has come an increasing need to protect the safety of Vulnerable Road Users (VRUs) such as pedestrians. Predicting pedestrian intent is one such challenging task, where prior…

Computer Vision and Pattern Recognition · Computer Science 2024-11-21 Vaishnavi Khindkar , Vineeth Balasubramanian , Chetan Arora , Anbumani Subramanian , C. V. Jawahar

Current vision-language pre-training (VLP) paradigms excel at global scene understanding but struggle with instance-level reasoning due to global-only supervision. We introduce InstAP, an Instance-Aware Pre-training framework that jointly…

Computer Vision and Pattern Recognition · Computer Science 2026-04-10 Ashutosh Kumar , Rajat Saini , Jingjing Pan , Mustafa Erdogan , Mingfang Zhang , Betty Le Dem , Norimasa Kobori , Quan Kong

Recently, the application of deep learning in image colorization has received widespread attention. The maturation of diffusion models has further advanced the development of image colorization models. However, current mainstream image…

Computer Vision and Pattern Recognition · Computer Science 2025-09-26 Yanru An , Ling Gui , Chunlei Cai , Tianxiao Ye , JIangchao Yao , Guangtao Zhai , Qiang Hu , Xiaoyun Zhang

Visual grounding associates textual descriptions with objects in an image. Conventional methods target third-person image inputs and named object queries. In applications such as AI assistants, the perspective shifts -- inputs are…

Computer Vision and Pattern Recognition · Computer Science 2025-04-21 Pengzhan Sun , Junbin Xiao , Tze Ho Elden Tse , Yicong Li , Arjun Akula , Angela Yao

Joint intent detection and slot filling, which is also termed as joint NLU (Natural Language Understanding) is invaluable for smart voice assistants. Recent advancements in this area have been heavily focusing on improving accuracy using…

Machine Learning · Computer Science 2023-09-27 Kalpa Gunaratna , Vijay Srinivasan , Hongxia Jin

When faced with accomplishing a task, human experts exhibit intentional behavior. Their unique intents shape their plans and decisions, resulting in experts demonstrating diverse behaviors to accomplish the same task. Due to the…

Machine Learning · Computer Science 2024-04-29 Sangwon Seo , Vaibhav Unhelkar

Traditional control and planning for robotic manipulation heavily rely on precise physical models and predefined action sequences. While effective in structured environments, such approaches often fail in real-world scenarios due to…

Robotics · Computer Science 2025-08-08 Jin Wang , Weijie Wang , Boyuan Deng , Heng Zhang , Rui Dai , Nikos Tsagarakis

While end-to-end autonomous driving has achieved remarkable progress in geometric control, current systems remain constrained by a command-following paradigm that relies on simple navigational instructions. Transitioning to genuinely…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 Huan Zheng , Yucheng Zhou , Tianyi Yan , Jiayi Su , Hongjun Chen , Dubing Chen , Xingtai Gui , Wencheng Han , Runzhou Tao , Zhongying Qiu , Jianfei Yang , Jianbing Shen

Activity recognition is the ability to identify and recognize the action or goals of the agent. The agent can be any object or entity that performs action that has end goals. The agents can be a single agent performing the action or group…

Machine Learning · Computer Science 2019-06-19 Ashwin Geet D'Sa , B. G. Prasad

In today's digitally driven world, dialogue systems play a pivotal role in enhancing user interactions, from customer service to virtual assistants. In these dialogues, it is important to identify user's goals automatically to resolve their…

Computation and Language · Computer Science 2024-11-19 Juan A. Rodriguez , Nicholas Botzer , David Vazquez , Christopher Pal , Marco Pedersoli , Issam Laradji

GUI testing checks if a software system behaves as expected when users interact with its graphical interface, e.g., testing specific functionality or validating relevant use case scenarios. Currently, deciding what to test at this high…

Software Engineering · Computer Science 2023-11-16 Juyeon Yoon , Robert Feldt , Shin Yoo

The rapidly growing market demand for automatic dialogue agents capable of goal-oriented behavior has caused many tech-industry leaders to invest considerable efforts into task-oriented dialog systems. The success of these systems is highly…

Computation and Language · Computer Science 2022-10-25 Ella Rabinovich , Matan Vetzler , David Boaz , Vineet Kumar , Gaurav Pandey , Ateret Anaby-Tavor

Understanding the behaviors and intentions of humans are one of the main challenges autonomous ground vehicles still faced with. More specifically, when it comes to complex environments such as urban traffic scenes, inferring the intentions…

Computer Vision and Pattern Recognition · Computer Science 2019-04-23 Khaled Saleh , Mohammed Hossny , Saeid Nahavandi

The ability to communicate intention enables decentralized multi-agent robots to collaborate while performing physical tasks. In this work, we present spatial intention maps, a new intention representation for multi-agent vision-based deep…

Robotics · Computer Science 2022-06-28 Jimmy Wu , Xingyuan Sun , Andy Zeng , Shuran Song , Szymon Rusinkiewicz , Thomas Funkhouser

Any organization needs to improve their products, services, and processes. In this context, engaging with customers and understanding their journey is essential. Organizations have leveraged various techniques and technologies to support…

Computation and Language · Computer Science 2022-12-08 Sahar Moradizeyveh

Computer vision algorithms performance are near or superior to humans in the visual problems including object recognition (especially those of fine-grained categories), segmentation, and 3D object reconstruction from 2D views. Humans are,…

Computer Vision and Pattern Recognition · Computer Science 2020-11-13 Stuart Synakowski , Qianli Feng , Aleix Martinez

While intelligent virtual assistants like Siri, Alexa, and Google Assistant have become ubiquitous in modern life, they still face limitations in their ability to follow multi-step instructions and accomplish complex goals articulated in…

Machine Learning · Computer Science 2023-12-13 Yanchu Guan , Dong Wang , Zhixuan Chu , Shiyu Wang , Feiyue Ni , Ruihua Song , Longfei Li , Jinjie Gu , Chenyi Zhuang

Today, technological advancement is increasing day by day. Earlier, there was only a computer system in which we could only perform a few tasks. But now, machine learning, artificial intelligence, deep learning, and a few more technologies…

Human-Computer Interaction · Computer Science 2023-05-30 Sumit Kumar , Varun Gupta , Sankalp Sagar , Sachin Kumar Singh

Images are a convenient way to specify which particular object instance an embodied agent should navigate to. Solving this task requires semantic visual reasoning and exploration of unknown environments. We present a system that can perform…

Computer Vision and Pattern Recognition · Computer Science 2023-04-04 Jacob Krantz , Theophile Gervet , Karmesh Yadav , Austin Wang , Chris Paxton , Roozbeh Mottaghi , Dhruv Batra , Jitendra Malik , Stefan Lee , Devendra Singh Chaplot

Pedestrian Intention prediction is one of the key technologies in the transition from level 3 to level 4 autonomous driving. To understand pedestrian crossing behaviour, several elements and features should be taken into consideration to…

Computer Vision and Pattern Recognition · Computer Science 2026-01-06 Aly R. Elkammar , Karim M. Gamaleldin , Catherine M. Elias
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