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Significant progress has been made in spatial intelligence, spanning both spatial reconstruction and world exploration. However, the scalability and real-world fidelity of current models remain severely constrained by the scarcity of…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Jiahao Wang , Yufeng Yuan , Rujie Zheng , Youtian Lin , Jian Gao , Lin-Zhuo Chen , Yajie Bao , Yi Zhang , Chang Zeng , Yanxi Zhou , Xiao-Xiao Long , Hao Zhu , Zhaoxiang Zhang , Xun Cao , Yao Yao

Research on Multi-modal Large Language Models (MLLMs) towards the multi-image cross-modal instruction has received increasing attention and made significant progress, particularly in scenarios involving closely resembling images (e.g.,…

计算机视觉与模式识别 · 计算机科学 2024-08-26 Tao Wu , Mengze Li , Jingyuan Chen , Wei Ji , Wang Lin , Jinyang Gao , Kun Kuang , Zhou Zhao , Fei Wu

Deep image relighting is gaining more interest lately, as it allows photo enhancement through illumination-specific retouching without human effort. Aside from aesthetic enhancement and photo montage, image relighting is valuable for domain…

计算机视觉与模式识别 · 计算机科学 2020-05-14 Majed El Helou , Ruofan Zhou , Johan Barthas , Sabine Süsstrunk

We introduce a new large-scale dataset that links the assessment of image quality issues to two practical vision tasks: image captioning and visual question answering. First, we identify for 39,181 images taken by people who are blind…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Tai-Yin Chiu , Yinan Zhao , Danna Gurari

Vision-language models (VLMs) achieve remarkable success in single-image tasks. However, real-world scenarios often involve intricate multi-image inputs, leading to a notable performance decline as models struggle to disentangle critical…

计算机视觉与模式识别 · 计算机科学 2025-04-30 Juntian Zhang , Chuanqi cheng , Yuhan Liu , Wei Liu , Jian Luan , Rui Yan

While most conversational AI systems focus on textual dialogue only, conditioning utterances on visual context (when it's available) can lead to more realistic conversations. Unfortunately, a major challenge for incorporating visual context…

计算机视觉与模式识别 · 计算机科学 2021-03-30 Paul Hongsuck Seo , Arsha Nagrani , Cordelia Schmid

Recognizing speaking in humans is a central task towards understanding social interactions. Ideally, speaking would be detected from individual voice recordings, as done previously for meeting scenarios. However, individual voice recordings…

计算机视觉与模式识别 · 计算机科学 2024-03-05 Jose Vargas Quiros , Chirag Raman , Stephanie Tan , Ekin Gedik , Laura Cabrera-Quiros , Hayley Hung

Audio-driven talking head synthesis has achieved remarkable photorealism, yet state-of-the-art (SOTA) models exhibit a critical failure: they lack generalization to the full spectrum of human diversity in ethnicity, language, and age…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Shunian Chen , Hejin Huang , Yexin Liu , Zihan Ye , Pengcheng Chen , Chenghao Zhu , Michael Guan , Rongsheng Wang , Junying Chen , Guanbin Li , Ser-Nam Lim , Harry Yang , Benyou Wang

Visual text evokes an image in a person's mind, while non-visual text fails to do so. A method to automatically detect visualness in text will enable text-to-image retrieval and generation models to augment text with relevant images. This…

计算与语言 · 计算机科学 2023-10-24 Gaurav Verma , Ryan A. Rossi , Christopher Tensmeyer , Jiuxiang Gu , Ani Nenkova

Visual analytics for machine learning has recently evolved as one of the most exciting areas in the field of visualization. To better identify which research topics are promising and to learn how to apply relevant techniques in visual…

人机交互 · 计算机科学 2020-08-25 Jun Yuan , Changjian Chen , Weikai Yang , Mengchen Liu , Jiazhi Xia , Shixia Liu

In this paper, we introduce the task of automatically generating text to describe the differences between two similar images. We collect a new dataset by crowd-sourcing difference descriptions for pairs of image frames extracted from…

计算与语言 · 计算机科学 2018-09-03 Harsh Jhamtani , Taylor Berg-Kirkpatrick

Visual commonsense plays a vital role in understanding and reasoning about the visual world. While commonsense knowledge bases like ConceptNet provide structured collections of general facts, they lack visually grounded representations.…

计算机视觉与模式识别 · 计算机科学 2025-06-06 Xiangqing Shen , Fanfan Wang , Siwei Wu , Rui Xia

Existing Voice Cloning (VC) tasks aim to convert a paragraph text to a speech with desired voice specified by a reference audio. This has significantly boosted the development of artificial speech applications. However, there also exist…

计算机视觉与模式识别 · 计算机科学 2021-11-29 Qi Chen , Yuanqing Li , Yuankai Qi , Jiaqiu Zhou , Mingkui Tan , Qi Wu

Recent advances in the development of vision-language models (VLMs) are yielding remarkable success in recognizing visual semantic content, including impressive instances of compositional image understanding. Here, we introduce the novel…

计算机视觉与模式识别 · 计算机科学 2023-12-07 Vishaal Udandarao , Max F. Burg , Samuel Albanie , Matthias Bethge

In many science papers, "Figure 1" serves as the primary visual summary of the core research idea. These figures are visually simple yet conceptually rich, often requiring significant effort and iteration by human authors to get right,…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Yaohan Guan , Pristina Wang , Najim Dehak , Alan Yuille , Jieneng Chen , Daniel Khashabi

The goal of this work is to generate step-by-step visual instructions in the form of a sequence of images, given an input image that provides the scene context and the sequence of textual instructions. This is a challenging problem as it…

计算机视觉与模式识别 · 计算机科学 2025-03-26 Tomáš Souček , Prajwal Gatti , Michael Wray , Ivan Laptev , Dima Damen , Josef Sivic

The growing importance of person reidentification in computer vision has highlighted the need for more extensive and diverse datasets. In response, we introduce the ENTIRe-ID dataset, an extensive collection comprising over 4.45 million…

计算机视觉与模式识别 · 计算机科学 2024-06-03 Serdar Yildiz , Ahmet Nezih Kasim

Despite the promising performance of existing visual models on public benchmarks, the critical assessment of their robustness for real-world applications remains an ongoing challenge. To bridge this gap, we propose an explainable visual…

计算机视觉与模式识别 · 计算机科学 2024-04-19 Qiang Li , Dan Zhang , Shengzhao Lei , Xun Zhao , Porawit Kamnoedboon , WeiWei Li , Junhao Dong , Shuyan Li

Traffic scene understanding is essential for enabling autonomous vehicles to accurately perceive and interpret their environment, thereby ensuring safe navigation. This paper presents a novel framework that transforms a single frontal-view…

计算机视觉与模式识别 · 计算机科学 2026-01-22 Danial Sadrian Zadeh , Otman A. Basir , Behzad Moshiri

Visual question answering (or VQA) is a new and exciting problem that combines natural language processing and computer vision techniques. We present a survey of the various datasets and models that have been used to tackle this task. The…

计算与语言 · 计算机科学 2017-05-12 Akshay Kumar Gupta