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20202023
most citedMultimodal Open-Vocabulary Video Classification via Pre-Trained Vision and Language Models

9 citations · 47 across the 11 of their papers we have counts for

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Showing 2022Show all

7 papers · 1 filter

cs.CV2022★ 8 cited

Motion-inductive Self-supervised Object Discovery in Videos

Shuangrui Ding, Weidi Xie, Yabo Chen +4

In this paper, we consider the task of unsupervised object discovery in videos. Previous works have shown promising results via processing optical flows to segment objects. However…

cs.CV2022★ 1 cited

Static and Dynamic Concepts for Self-supervised Video Representation Learning

Rui Qian, Shuangrui Ding, Xian Liu +1

In this paper, we propose a novel learning scheme for self-supervised video representation learning. Motivated by how humans understand videos, we propose to first learn general vi…

cs.CV2022★ 5 cited

Exploring Fine-Grained Audiovisual Categorization with the SSW60 Dataset

Grant Van Horn, Rui Qian, Kimberly Wilber +3

We present a new benchmark dataset, Sapsucker Woods 60 (SSW60), for advancing research on audiovisual fine-grained categorization. While our community has made great strides in fin…

cs.CV2022★ 9 cited

Multimodal Open-Vocabulary Video Classification via Pre-Trained Vision and Language Models

Rui Qian, Yeqing Li, Zheng Xu +3

Utilizing vision and language models (VLMs) pre-trained on large-scale image-text pairs is becoming a promising paradigm for open-vocabulary visual recognition. In this work, we ex…

cs.CV2022★ 1 cited

Controllable Augmentations for Video Representation Learning

Rui Qian, Weiyao Lin, John See +1

This paper focuses on self-supervised video representation learning. Most existing approaches follow the contrastive learning pipeline to construct positive and negative pairs by s…

cs.CV2022★ 6 cited

Learning Hierarchical Cross-Modal Association for Co-Speech Gesture Generation

Xian Liu, Qianyi Wu, Hang Zhou +7

Generating speech-consistent body and gesture movements is a long-standing problem in virtual avatar creation. Previous studies often synthesize pose movement in a holistic manner,…

cs.CV2022

Visual Sound Localization in the Wild by Cross-Modal Interference Erasing

Xian Liu, Rui Qian, Hang Zhou +5

The task of audio-visual sound source localization has been well studied under constrained scenes, where the audio recordings are clean. However, in real-world scenarios, audios ar…