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In this paper, we present a novel robust framework for low-level vision tasks, including denoising, object removal, frame interpolation, and super-resolution, that does not require any external training data corpus. Our proposed approach…

计算机视觉与模式识别 · 计算机科学 2023-12-14 Gaurav Shrivastava , Ser-Nam Lim , Abhinav Shrivastava

Many industrial sectors rely on well-trained employees that are able to operate complex machinery. In this work, we demonstrate an AI-powered immersive assistance system that supports users in performing complex tasks in industrial…

人机交互 · 计算机科学 2024-07-15 Tomislav Duricic , Peter Müllner , Nicole Weidinger , Neven ElSayed , Dominik Kowald , Eduardo Veas

Background subtraction (BGS) is a fundamental video processing task which is a key component of many applications. Deep learning-based supervised algorithms achieve very good perforamnce in BGS, however, most of these algorithms are…

计算机视觉与模式识别 · 计算机科学 2021-02-26 M. Ozan Tezcan , Prakash Ishwar , Janusz Konrad

Navigating complex, densely packed environments like retail stores, warehouses, and hospitals poses a significant spatial grounding challenge for humans and embodied AI. In these spaces, dense visual features quickly become stale given the…

人工智能 · 计算机科学 2026-04-20 Shivendra Agrawal , Bradley Hayes

Video enhancement is a challenging problem, more than that of stills, mainly due to high computational cost, larger data volumes and the difficulty of achieving consistency in the spatio-temporal domain. In practice, these challenges are…

图像与视频处理 · 电气工程与系统科学 2022-12-13 Dario Fuoli , Zhiwu Huang , Danda Pani Paudel , Luc Van Gool , Radu Timofte

In this paper, we retarget video stitching to an emerging issue, named warping shake, when extending image stitching to video stitching. It unveils the temporal instability of warped content in non-overlapping regions, despite image…

计算机视觉与模式识别 · 计算机科学 2024-07-11 Lang Nie , Chunyu Lin , Kang Liao , Yun Zhang , Shuaicheng Liu , Rui Ai , Yao Zhao

Attention mechanisms have significantly boosted the performance of video classification neural networks thanks to the utilization of perspective contexts. However, the current research on video attention generally focuses on adopting a…

计算机视觉与模式识别 · 计算机科学 2022-04-21 Yanbin Hao , Shuo Wang , Pei Cao , Xinjian Gao , Tong Xu , Jinmeng Wu , Xiangnan He

Multi-task scene understanding aims to design models that can simultaneously predict several scene understanding tasks with one versatile model. Previous studies typically process multi-task features in a more local way, and thus cannot…

计算机视觉与模式识别 · 计算机科学 2023-06-09 Hanrong Ye , Dan Xu

Robust and imperceptible adversarial video attack is challenging due to the spatial and temporal characteristics of videos. The existing video adversarial attack methods mainly take a gradient-based approach and generate adversarial videos…

计算机视觉与模式识别 · 计算机科学 2024-06-05 Yi Pan , Jun-Jie Huang , Zihan Chen , Wentao Zhao , Ziyue Wang

Modeling the dynamic behavior of deformable objects is crucial for creating realistic digital worlds. While conventional simulations produce high-quality motions, their computational costs are often prohibitive. Subspace simulation…

Visual Prompt Tuning (VPT) is a parameter-efficient fune-tuning technique that adapts a pre-trained vision Transformer (ViT) by learning a small set of parameters in the input space, known as prompts. In VPT, we uncover ``burstiness'' in…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Yuzhu Wang , Manni Duan , Shu Kong

A long-standing vision of computing is the personal AI system: one that understands us well enough to address our underlying needs. Today's AI focuses on what users do, ignoring why they might be doing such things in the first place. As a…

人机交互 · 计算机科学 2026-04-10 Dora Zhao , Michelle S. Lam , Diyi Yang , Michael S. Bernstein

We present a new architecture for end-to-end sequence learning of actions in video, we call VideoLSTM. Rather than adapting the video to the peculiarities of established recurrent or convolutional architectures, we adapt the architecture to…

计算机视觉与模式识别 · 计算机科学 2016-07-08 Zhenyang Li , Efstratios Gavves , Mihir Jain , Cees G. M. Snoek

Recent advances in image and video creation, especially AI-based image synthesis, have led to the production of numerous visual scenes that exhibit a high level of abstractness and diversity. Consequently, Visual Storytelling (VST), a task…

计算与语言 · 计算机科学 2023-12-13 Shengguang Wu , Mei Yuan , Qi Su

The ability of deep neural networks to continually learn and adapt to a sequence of tasks has remained challenging due to catastrophic forgetting of previously learned tasks. Humans, on the other hand, have a remarkable ability to acquire,…

计算机视觉与模式识别 · 计算机科学 2023-05-09 Kishaan Jeeveswaran , Prashant Bhat , Bahram Zonooz , Elahe Arani

Scaling multimodal large language models (MLLMs) to long videos is constrained by limited context windows. While retrieval-augmented generation (RAG) is a promising remedy by organizing query-relevant visual evidence into a compact context,…

计算机视觉与模式识别 · 计算机科学 2026-04-17 Honghao Fu , Miao Xu , Yiwei Wang , Dailing Zhang , Jun Liu , Yujun Cai

In the era of exponential technology growth, one unexpected guest has claimed a seat in classrooms worldwide, Artificial Intelligence. Generative AI, such as ChatGPT, promises a revolution in education, yet it arrives with a double-edged…

计算机与社会 · 计算机科学 2024-05-20 Harris Bin Munawar , Nikolaos Misirlis

Augmented Reality (AR) is transforming the way we interact with virtual information in the physical world. By overlaying digital content in real-world environments, AR enables new forms of immersive and engaging experiences. However,…

人机交互 · 计算机科学 2025-04-24 Julian Rasch , Florian Müller , Francesco Chiossi

Predicting future scene representations is a crucial task for enabling robots to understand and interact with the environment. However, most existing methods rely on videos and simulations with precise action annotations, limiting their…

计算机视觉与模式识别 · 计算机科学 2025-05-22 Angel Villar-Corrales , Sven Behnke

The advent of ChatGPT has introduced innovative methods for information gathering and analysis. However, the information provided by ChatGPT is limited to text, and the visualization of this information remains constrained. Previous…

计算机视觉与模式识别 · 计算机科学 2023-08-15 Zhichao Wang , Mengyu Dai , Keld Lundgaard