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In this paper, we present our champion solution to the Global Artificial Intelligence Technology Innovation Competition Track 1: Medical Imaging Diagnosis Report Generation. We select CPT-BASE as our base model for the text generation task.…

Computation and Language · Computer Science 2024-07-08 Xiangyu Wu , Hailiang Zhang , Yang Yang , Jianfeng Lu

Sounds are an important source of information on our daily interactions with objects. For instance, a significant amount of people can discern the temperature of water that it is being poured just by using the sense of hearing. However,…

Computer Vision and Pattern Recognition · Computer Science 2019-06-04 Alejandro Cartas , Jordi Luque , Petia Radeva , Carlos Segura , Mariella Dimiccoli

This report describes our submission to Task 2 of the Auditory EEG Decoding Challenge at ICASSP 2023 Signal Processing Grand Challenge (SPGC). Task 2 is a regression problem that focuses on reconstructing a speech envelope from an EEG…

Sound · Computer Science 2023-05-12 Zhenyu Piao , Miseul Kim , Hyungchan Yoon , Hong-Goo Kang

Emotion recognition plays a pivotal role in enhancing human-computer interaction, particularly in movie recommendation systems where understanding emotional content is essential. While multimodal approaches combining audio and video have…

Sound · Computer Science 2025-11-25 Xiangrui Xiong , Zhou Zhou , Guocai Nong , Junlin Deng , Ning Wu

This paper studies audio-visual noise suppression for egocentric videos -- where the speaker is not captured in the video. Instead, potential noise sources are visible on screen with the camera emulating the off-screen speaker's view of the…

Sound · Computer Science 2023-05-04 Roshan Sharma , Weipeng He , Ju Lin , Egor Lakomkin , Yang Liu , Kaustubh Kalgaonkar

Image captioning is an important problem in developing various AI systems, and these tasks require large volumes of annotated images to train the models. Since all existing labelled datasets are already used for training the large Vision…

Machine Learning · Computer Science 2025-07-14 Parag Dutta , Ambedkar Dukkipati

This paper presents the results of the SUN team for the Compound Expressions Recognition Challenge of the 6th ABAW Competition. We propose a novel audio-visual method for compound expression recognition. Our method relies on emotion…

Computer Vision and Pattern Recognition · Computer Science 2024-04-01 Elena Ryumina , Maxim Markitantov , Dmitry Ryumin , Heysem Kaya , Alexey Karpov

This paper introduces the Unbeatable Team's submission to the ICASSP 2023 Deep Noise Suppression (DNS) Challenge. We expand our previous work, TEA-PSE, to its upgraded version -- TEA-PSE 3.0. Specifically, TEA-PSE 3.0 incorporates a…

Audio and Speech Processing · Electrical Eng. & Systems 2023-03-15 Yukai Ju , Jun Chen , Shimin Zhang , Shulin He , Wei Rao , Weixin Zhu , Yannan Wang , Tao Yu , Shidong Shang

In previous work, we have proposed the Audio-Visual Scene-Aware Dialog (AVSD) task, collected an AVSD dataset, developed AVSD technologies, and hosted an AVSD challenge track at both the 7th and 8th Dialog System Technology Challenges…

Computation and Language · Computer Science 2021-10-14 Ankit P. Shah , Shijie Geng , Peng Gao , Anoop Cherian , Takaaki Hori , Tim K. Marks , Jonathan Le Roux , Chiori Hori

This paper describes that semi-supervised learning called peer collaborative learning (PCL) can be applied to the polyphonic sound event detection (PSED) task, which is one of the tasks in the Detection and Classification of Acoustic Scenes…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-31 Hayato Endo , Hiromitsu Nishizaki

Capturing complex temporal relationships between video and audio modalities is vital for Audio-Visual Emotion Recognition (AVER). However, existing methods lack attention to local details, such as facial state changes between video frames,…

Computer Vision and Pattern Recognition · Computer Science 2024-05-28 Tong Shi , Xuri Ge , Joemon M. Jose , Nicolas Pugeault , Paul Henderson

In this paper, we present our solutions for emotion recognition in the sub-challenges of Multimodal Emotion Recognition Challenge (MER2024). To mitigate the modal competition issue between audio and text, we adopt an early fusion strategy…

Multimedia · Computer Science 2024-10-01 Mengying Ge , Mingyang Li , Dongkai Tang , Pengbo Li , Kuo Liu , Shuhao Deng , Songbai Pu , Long Liu , Yang Song , Tao Zhang

This technical report is an extended version of the paper 'Cooperative Multi-Target Localization With Noisy Sensors' accepted to the 2013 IEEE International Conference on Robotics and Automation (ICRA). This paper addresses the task of…

Robotics · Computer Science 2015-01-30 Philip Dames , Vijay Kumar

Facial expression recognition is a challenging classification task that holds broad application prospects in the field of human-computer interaction. This paper aims to introduce the method we will adopt in the 8th Affective and Behavioral…

Computer Vision and Pattern Recognition · Computer Science 2025-03-24 Jun Yu , Yang Zheng , Lei Wang , Yongqi Wang , Shengfan Xu

There is a natural correlation between the visual and auditive elements of a video. In this work we leverage this connection to learn general and effective models for both audio and video analysis from self-supervised temporal…

Computer Vision and Pattern Recognition · Computer Science 2018-11-13 Bruno Korbar , Du Tran , Lorenzo Torresani

This report presents our Le3DE2E solution for unified sensor-based detection, tracking, and forecasting in Argoverse Challenges at CVPR 2023 Workshop on Autonomous Driving (WAD). We propose a unified network that incorporates three tasks,…

Computer Vision and Pattern Recognition · Computer Science 2023-11-28 Zhepeng Wang , Feng Chen , Kanokphan Lertniphonphan , Siwei Chen , Jinyao Bao , Pengfei Zheng , Jinbao Zhang , Kaer Huang , Tao Zhang

The EmoPain 2020 Challenge is the first international competition aimed at creating a uniform platform for the comparison of machine learning and multimedia processing methods of automatic chronic pain assessment from human expressive…

Computer Vision and Pattern Recognition · Computer Science 2020-03-10 Joy O. Egede , Siyang Song , Temitayo A. Olugbade , Chongyang Wang , Amanda Williams , Hongying Meng , Min Aung , Nicholas D. Lane , Michel Valstar , Nadia Bianchi-Berthouze

We present an overview of the Spatio-temporal Instance Segmentation (SIS) challenge held in conjunction with the CVPR 2025 Event-based Vision Workshop. The task is to predict accurate pixel-level segmentation masks of defined object classes…

We present the task description of the Detection and Classification of Acoustic Scenes and Events (DCASE) 2023 Challenge Task 2: ``First-shot unsupervised anomalous sound detection (ASD) for machine condition monitoring''. The main goal is…

This paper focuses on EEG-based visual recognition, aiming to predict the visual object class observed by a subject based on his/her EEG signals. One of the main challenges is the large variation between signals from different subjects. It…

Computer Vision and Pattern Recognition · Computer Science 2021-10-27 Pilhyeon Lee , Sunhee Hwang , Seogkyu Jeon , Hyeran Byun