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Modern image captioning system relies heavily on extracting knowledge from images to capture the concept of a static story. In this paper, we propose a textual visual context dataset for captioning, in which the publicly available dataset…

计算与语言 · 计算机科学 2023-05-02 Ahmed Sabir , Francesc Moreno-Noguer , Lluís Padró

In the domain of video surveillance, describing the behavior of each individual within the video is becoming increasingly essential, especially in complex scenarios with multiple individuals present. This is because describing each…

计算机视觉与模式识别 · 计算机科学 2023-10-05 Lingru Zhou , Yiqi Gao , Manqing Zhang , Peng Wu , Peng Wang , Yanning Zhang

The growth of deep learning (DL) relies heavily on huge amounts of labelled data for tasks such as natural language processing and computer vision. Specifically, in image-to-text or image-to-image pipelines, opinion (sentiment) may be…

计算机视觉与模式识别 · 计算机科学 2024-09-17 Aleksei Krotov , Alison Tebo , Dylan K. Picart , Aaron Dean Algave

Image descriptions can help visually impaired people to quickly understand the image content. While we made significant progress in automatically describing images and optical character recognition, current approaches are unable to include…

计算机视觉与模式识别 · 计算机科学 2020-08-05 Oleksii Sidorov , Ronghang Hu , Marcus Rohrbach , Amanpreet Singh

In this work, we present a novel dataset consisting of eye movements and verbal descriptions recorded synchronously over images. Using this data, we study the differences in human attention during free-viewing and image captioning tasks. We…

计算机视觉与模式识别 · 计算机科学 2019-08-08 Sen He , Hamed R. Tavakoli , Ali Borji , Nicolas Pugeault

This paper describes the COCO-Text dataset. In recent years large-scale datasets like SUN and Imagenet drove the advancement of scene understanding and object recognition. The goal of COCO-Text is to advance state-of-the-art in text…

计算机视觉与模式识别 · 计算机科学 2016-06-21 Andreas Veit , Tomas Matera , Lukas Neumann , Jiri Matas , Serge Belongie

We present Pix2Cap-COCO, the first panoptic pixel-level caption dataset designed to advance fine-grained visual understanding. To achieve this, we carefully design an automated annotation pipeline that prompts GPT-4V to generate…

计算机视觉与模式识别 · 计算机科学 2025-01-24 Zuyao You , Junke Wang , Lingyu Kong , Bo He , Zuxuan Wu

We present a new dataset with the goal of advancing the state-of-the-art in object recognition by placing the question of object recognition in the context of the broader question of scene understanding. This is achieved by gathering images…

计算机视觉与模式识别 · 计算机科学 2015-02-24 Tsung-Yi Lin , Michael Maire , Serge Belongie , Lubomir Bourdev , Ross Girshick , James Hays , Pietro Perona , Deva Ramanan , C. Lawrence Zitnick , Piotr Dollár

Image captioning models tend to describe images in an object-centric way, emphasising visible objects. But image descriptions can also abstract away from objects and describe the type of scene depicted. In this paper, we explore the…

计算与语言 · 计算机科学 2022-11-11 Michele Cafagna , Kees van Deemter , Albert Gatt

Curation methods for massive vision-language datasets trade off between dataset size and quality. However, even the highest quality of available curated captions are far too short to capture the rich visual detail in an image. To show the…

计算机视觉与模式识别 · 计算机科学 2024-06-18 Jack Urbanek , Florian Bordes , Pietro Astolfi , Mary Williamson , Vasu Sharma , Adriana Romero-Soriano

Image captioning is a computer vision task that involves generating natural language descriptions for images. This method has numerous applications in various domains, including image retrieval systems, medicine, and various industries.…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Sai Suprabhanu Nallapaneni , Subrahmanyam Konakanchi

Which common human actions and interactions are recognizable in monocular still images? Which involve objects and/or other people? How many is a person performing at a time? We address these questions by exploring the actions and…

计算机视觉与模式识别 · 计算机科学 2015-06-09 Matteo Ruggero Ronchi , Pietro Perona

This paper introduces a new video-and-language dataset with human actions for multimodal logical inference, which focuses on intentional and aspectual expressions that describe dynamic human actions. The dataset consists of 200 videos,…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Riko Suzuki , Hitomi Yanaka , Koji Mineshima , Daisuke Bekki

In recent years, automatic video caption generation has attracted considerable attention. This paper focuses on the generation of Japanese captions for describing human actions. While most currently available video caption datasets have…

计算与语言 · 计算机科学 2020-03-11 Yutaro Shigeto , Yuya Yoshikawa , Jiaqing Lin , Akikazu Takeuchi

Despite progress in perceptual tasks such as image classification, computers still perform poorly on cognitive tasks such as image description and question answering. Cognition is core to tasks that involve not just recognizing, but…

Humans routinely infer taste, smell, texture, and even sound from food images a phenomenon well studied in cognitive science. However, prior vision language research on food has focused primarily on recognition tasks such as meal…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Sabab Ishraq , Aarushi Aarushi , Juncai Jiang , Chen Chen

Humans have long been recorded in a variety of forms since antiquity. For example, sculptures and paintings were the primary media for depicting human beings before the invention of cameras. However, most current human-centric computer…

计算机视觉与模式识别 · 计算机科学 2023-04-06 Xuan Ju , Ailing Zeng , Jianan Wang , Qiang Xu , Lei Zhang

To bridge the gap between humans and machines in image understanding and describing, we need further insight into how people describe a perceived scene. In this paper, we study the agreement between bottom-up saliency-based visual attention…

计算机视觉与模式识别 · 计算机科学 2017-08-07 Hamed R. Tavakoli , Rakshith Shetty , Ali Borji , Jorma Laaksonen

From a visual scene containing multiple people, human is able to distinguish each individual given the context descriptions about what happened before, their mental/physical states or intentions, etc. Above ability heavily relies on…

计算机视觉与模式识别 · 计算机科学 2022-12-15 Haoxuan You , Rui Sun , Zhecan Wang , Kai-Wei Chang , Shih-Fu Chang

Vision and vision-language applications of neural networks, such as image classification and captioning, rely on large-scale annotated datasets that require non-trivial data-collecting processes. This time-consuming endeavor hinders the…

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