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In this work we introduce a fully end-to-end approach for action detection in videos that learns to directly predict the temporal bounds of actions. Our intuition is that the process of detecting actions is naturally one of observation and…

计算机视觉与模式识别 · 计算机科学 2017-03-14 Serena Yeung , Olga Russakovsky , Greg Mori , Li Fei-Fei

This paper describes an end-to-end (E2E) neural architecture for the audio rendering of small portions of display content on low resource personal computing devices. It is intended to address the problem of accessibility for vision-impaired…

音频与语音处理 · 电气工程与系统科学 2023-03-13 Liu Chen , Michael Deisher , Munir Georges

We propose a novel multi-modal and multi-task architecture for simultaneous low level gesture and surgical task classification in Robot Assisted Surgery (RAS) videos.Our end-to-end architecture is based on the principles of a long…

计算机视觉与模式识别 · 计算机科学 2018-05-03 Duygu Sarikaya , Khurshid A. Guru , Jason J. Corso

Recently, there has been a growing trend toward feature-based approaches for Online Action Detection (OAD). However, these approaches have limitations due to their fixed backbone design, which ignores the potential capability of a trainable…

计算机视觉与模式识别 · 计算机科学 2023-08-25 Shuqiang Cao , Weixin Luo , Bairui Wang , Wei Zhang , Lin Ma

In this paper, we develop an efficient multi-scale network to predict action classes in partial videos in an end-to-end manner. Unlike most existing methods with offline feature generation, our method directly takes frames as input and…

计算机视觉与模式识别 · 计算机科学 2023-01-04 Xiaofa Liu , Jianqin Yin , Yuan Sun , Zhicheng Zhang , Jin Tang

Monocular 4D human-object interaction (HOI) reconstruction - recovering a moving human and a manipulated object from a single RGB video - remains challenging due to depth ambiguity and frequent occlusions. Existing methods often rely on…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Haoyu Zhang , Wei Zhai , Yuhang Yang , Yang Cao , Zheng-Jun Zha

Sensing surface vibrations promise unobtrusive interaction for smart home systems by enabling gesture recognition on existing everyday surfaces without disturbing living-space design. Existing approaches typically address only parts of the…

硬件体系结构 · 计算机科学 2026-05-12 Florian Hettstedt , Cedric Giese , Tianheng Ling , Keiichi Yasumoto , Gregor Schiele , Andreas Erbslöh

Surgical video segmentation is a critical task in computer-assisted surgery and is vital for enhancing surgical quality and patient outcomes. Recently, the Segment Anything Model 2 (SAM2) framework has shown superior advancements in image…

计算机视觉与模式识别 · 计算机科学 2025-03-12 Haofeng Liu , Erli Zhang , Junde Wu , Mingxuan Hong , Yueming Jin

We describe an end-to-end generative approach for the segmentation and recognition of human activities. In this approach, a visual representation based on reduced Fisher Vectors is combined with a structured temporal model for recognition.…

计算机视觉与模式识别 · 计算机科学 2016-03-18 Hilde Kuehne , Juergen Gall , Thomas Serre

A central challenge in building robotic prostheses is the creation of a sensor-based system able to read physiological signals from the lower limb and instruct a robotic hand to perform various tasks. Existing systems typically perform…

机器人学 · 计算机科学 2022-09-29 Dean Zadok , Oren Salzman , Alon Wolf , Alex M. Bronstein

Classic embedded feature selection algorithms are often divided in two large groups: tree-based algorithms and lasso variants. Both approaches are focused in different aspects: while the tree-based algorithms provide a clear explanation…

机器学习 · 计算机科学 2020-12-15 Brais Cancela , Verónica Bolón-Canedo , Amparo Alonso-Betanzos

Recently, temporal action detection (TAD) has seen significant performance improvement with end-to-end training. However, due to the memory bottleneck, only models with limited scales and limited data volumes can afford end-to-end training,…

计算机视觉与模式识别 · 计算机科学 2024-04-23 Shuming Liu , Chen-Lin Zhang , Chen Zhao , Bernard Ghanem

Recently, transformer-based methods have gained significant success in sequential 2D-to-3D lifting human pose estimation. As a pioneering work, PoseFormer captures spatial relations of human joints in each video frame and human dynamics…

计算机视觉与模式识别 · 计算机科学 2023-03-31 Qitao Zhao , Ce Zheng , Mengyuan Liu , Pichao Wang , Chen Chen

Most recent work on action segmentation relies on pre-computed frame features from models trained on other tasks and typically focuses on framewise encoding and labeling without explicitly modeling action segments. To overcome these…

计算机视觉与模式识别 · 计算机科学 2025-08-28 Tieqiao Wang , Sinisa Todorovic

The recent Segment Anything Model (SAM) 2 has demonstrated remarkable foundational competence in semantic segmentation, with its memory mechanism and mask decoder further addressing challenges in video tracking and object occlusion, thereby…

计算机视觉与模式识别 · 计算机科学 2024-08-09 Jieming Yu , An Wang , Wenzhen Dong , Mengya Xu , Mobarakol Islam , Jie Wang , Long Bai , Hongliang Ren

Connected and Autonomous Vehicles (CAVs) continue to evolve rapidly, and system latency remains one of their most critical performance parameters, particularly when vehicles are operated remotely. Existing latency-assessment methodologies…

网络与互联网体系结构 · 计算机科学 2026-02-20 François Provost , Faisal Hawlader , Mehdi Testouri , Raphaël Frank

The interest in leveraging Artificial Intelligence (AI) for surgical procedures to automate analysis has witnessed a significant surge in recent years. One of the primary tools for recording surgical procedures and conducting subsequent…

Many modern applications involve predicting structured, non-Euclidean outputs such as probability distributions, networks, and symmetric positive-definite matrices. These outputs are naturally modeled as elements of general metric spaces,…

机器学习 · 统计学 2025-09-30 Yidong Zhou , Su I Iao , Hans-Georg Müller

Video-based human pose estimation models aim to address scenarios that cannot be effectively solved by static image models such as motion blur, out-of-focus and occlusion. Most existing approaches consist of two stages: detecting human…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Zhihong Wei

Recent methods for arbitrary-skeleton motion capture from monocular video follow a factorized pipeline, where a Video-to-Pose network predicts joint positions and an analytical inverse-kinematics (IK) stage recovers joint rotations. While…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Kehong Gong , Zhengyu Wen , Dao Thien Phong , Mingxi Xu , Weixia He , Qi Wang , Ning Zhang , Zhengyu Li , Guanli Hou , Dongze Lian , Xiaoyu He , Mingyuan Zhang , Hanwang Zhang
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