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Analyzing the story behind TV series and movies often requires understanding who the characters are and what they are doing. With improving deep face models, this may seem like a solved problem. However, as face detectors get better,…

计算机视觉与模式识别 · 计算机科学 2019-03-05 Vivek Sharma , Makarand Tapaswi , M. Saquib Sarfraz , Rainer Stiefelhagen

We explore retrieving character-focused video frames as candidates for being video thumbnails. To evaluate each frame of the video based on the character(s) present in it, characters (faces) are evaluated in two aspects: Facial-expression:…

计算机视觉与模式识别 · 计算机科学 2022-04-15 Shervin Ardeshir , Nagendra Kamath , Hossein Taghavi

Automatic speaker naming is the problem of localizing as well as identifying each speaking character in a TV/movie/live show video. This is a challenging problem mainly attributes to its multimodal nature, namely face cue alone is…

计算机视觉与模式识别 · 计算机科学 2015-07-20 Yongtao Hu , Jimmy Ren , Jingwen Dai , Chang Yuan , Li Xu , Wenping Wang

Cartoons and animation domain videos have very different characteristics compared to real-life images and videos. In addition, this domain carries a large variability in styles. Current computer vision and deep-learning solutions often fail…

计算机视觉与模式识别 · 计算机科学 2022-01-20 Oron Nir , Gal Rapoport , Ariel Shamir

The goal of this work is to investigate the performance of popular speaker recognition models on speech segments from movies, where often actors intentionally disguise their voice to play a character. We make the following three…

声音 · 计算机科学 2021-02-12 Andrew Brown , Jaesung Huh , Arsha Nagrani , Joon Son Chung , Andrew Zisserman

Main characters in images are the most important humans that catch the viewer's attention upon first look, and they are emphasized by properties such as size, position, color saturation, and sharpness of focus. Identifying the main…

计算机视觉与模式识别 · 计算机科学 2021-06-18 Mert Seker , Anssi Männistö , Alexandros Iosifidis , Jenni Raitoharju

Is it possible to guess human action from dialogue alone? In this work we investigate the link between spoken words and actions in movies. We note that movie screenplays describe actions, as well as contain the speech of characters and…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Arsha Nagrani , Chen Sun , David Ross , Rahul Sukthankar , Cordelia Schmid , Andrew Zisserman

Face recognition from a single image per person is a challenging problem because the training sample is extremely small. We consider a variation of this problem. In our problem, we recognize only one person, and there are no labeled data…

机器学习 · 计算机科学 2026-05-01 Branislav Kveton , Michal Valko

Person re-identification is the challenging task of identifying a person across different camera views. Training a convolutional neural network (CNN) for this task requires annotating a large dataset, and hence, it involves the…

计算机视觉与模式识别 · 计算机科学 2021-07-27 Olga Moskvyak , Frederic Maire , Feras Dayoub , Mahsa Baktashmotlagh

Computer vision systems currently lack the ability to reliably recognize artistically rendered objects, especially when such data is limited. In this paper, we propose a method for recognizing objects in artistic modalities (such as…

计算机视觉与模式识别 · 计算机科学 2018-12-31 Christopher Thomas , Adriana Kovashka

Animated movies are captivating for their unique character designs and imaginative storytelling, yet they pose significant challenges for existing recognition systems. Unlike the consistent visual patterns detected by conventional face…

计算机视觉与模式识别 · 计算机科学 2025-09-16 Zhongrui Gui , Junyu Xie , Tengda Han , Weidi Xie , Andrew Zisserman

The media localization industry usually requires a verbatim script of the final film or TV production in order to create subtitles or dubbing scripts in a foreign language. In particular, the verbatim script (i.e. as-broadcast script) must…

计算与语言 · 计算机科学 2023-08-07 Yogesh Virkar , Brian Thompson , Rohit Paturi , Sundararajan Srinivasan , Marcello Federico

This paper shows how to use large-scale pre-trained language models to extract character roles from narrative texts without training data. Queried with a zero-shot question-answering prompt, GPT-3 can identify the hero, villain, and victim…

计算与语言 · 计算机科学 2022-05-18 Dominik Stammbach , Maria Antoniak , Elliott Ash

Human action recognition (HAR) in videos is one of the core tasks of video understanding. Based on video sequences, the goal is to recognize actions performed by humans. While HAR has received much attention in the visible spectrum, action…

计算机视觉与模式识别 · 计算机科学 2022-04-20 Soufiane Lamghari , Guillaume-Alexandre Bilodeau , Nicolas Saunier

In the field of Art History, images of artworks and their contexts are core to understanding the underlying semantic information. However, the highly complex and sophisticated representation of these artworks makes it difficult, even for…

计算机视觉与模式识别 · 计算机科学 2020-04-02 Prathmesh Madhu , Ronak Kosti , Lara Mührenberg , Peter Bell , Andreas Maier , Vincent Christlein

Facial landmark detection aims to localize the anatomically defined points of human faces. In this paper, we study facial landmark detection from partially labeled facial images. A typical approach is to (1) train a detector on the labeled…

计算机视觉与模式识别 · 计算机科学 2019-08-14 Xuanyi Dong , Yi Yang

Different from short videos and GIFs, video stories contain clear plots and lists of principal characters. Without identifying the connection between appearing people and character names, a model is not able to obtain a genuine…

计算机视觉与模式识别 · 计算机科学 2020-05-19 Shijie Geng , Ji Zhang , Zuohui Fu , Peng Gao , Hang Zhang , Gerard de Melo

This study used machine learning algorithms to identify actors and extract the age of actors from images taken randomly from movies. The use of images taken from Arab movies includes challenges such as non-uniform lighting, different and…

计算机视觉与模式识别 · 计算机科学 2025-04-03 Asraa Muayed Abdalah , Noor Redha Alkazaz

Existing machine learning models demonstrate excellent performance in image object recognition after training on a large-scale dataset under full supervision. However, these models only learn to map an image to a predefined class index,…

计算机视觉与模式识别 · 计算机科学 2024-07-30 Kai Han , Xiaohu Huang , Yandong Li , Sagar Vaze , Jie Li , Xuhui Jia

Humans focus attention on different face regions when recognizing face attributes. Most existing face attribute classification methods use the whole image as input. Moreover, some of these methods rely on fiducial landmarks to provide…

计算机视觉与模式识别 · 计算机科学 2017-09-14 Hui Ding , Hao Zhou , Shaohua Kevin Zhou , Rama Chellappa