Spatio-Temporal Graph for Video Captioning With Knowledge Distillation
Boxiao Pan, Haoye Cai, De-An Huang, Kuan-Hui Lee, Adrien Gaidon, Ehsan Adeli, Juan Carlos Niebles
2020年份
45顶会引用
摘要
Figure 1: How to understand and describe a scene from video input? We argue that a detailed understanding of spatiotemporal object interaction is crucial for this task. In this paper, we propose a spatio-temporal graph model to explicitly capture such information for video captioning. Yellow boxes represent object proposals from Faster R-CNN [12]. Red arrows denote directed temporal edges (for clarity, only the most relevant ones are shown), while blue lines indicate undirected spatial connections. Video sample from MSVD [3] with the caption "A cat jumps into a box." Best viewed in color.
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引用它的顶会 Paper45
- SwinBERT: End-to-End Transformers with Sparse Attention for Video CaptioningKevin Lin, Linjie Li, Chung-Ching Lin, Faisal Ahmed 等CVPR 2022 · 被引用 263 次
- Semantic Grouping Network for Video CaptioningHobin Ryu, Sunghun Kang, Haeyong Kang, Chang D. YooAAAI 2021 · 被引用 160 次
- Knowledge Distillation via the Target-aware TransformerSihao Lin, Hongwei Xie, Bing Wang, Kaicheng Yu 等CVPR 2022 · 被引用 126 次
- Evolving Graphical Planner: Contextual Global Planning for Vision-and-Language NavigationZhiwei Deng, Karthik Narasimhan, Olga RussakovskyNeurIPS 2020 · 被引用 111 次
- Expectation-Maximization Contrastive Learning for Compact Video-and-Language RepresentationsPeng Jin, Jinfa Huang, Fenglin Liu, Xian Wu 等NeurIPS 2022 · 被引用 105 次
它引用的顶会 Paper4
- SlowFast Networks for Video RecognitionChristoph Feichtenhofer, Haoqi Fan, Jitendra Malik, Kaiming HeICCV 2019 · 被引用 4,104 次
- Controllable Video Captioning With POS Sequence Guidance Based on Gated Fusion NetworkBairui Wang, Lin Ma, Wei Zhang, Wenhao Jiang 等ICCV 2019 · 被引用 183 次
- Understanding Human Gaze Communication by Spatio-Temporal Graph ReasoningLifeng Fan, Wenguan Wang, Song-Chun Zhu, Xinyu Tang 等ICCV 2019 · 被引用 124 次
- Joint Syntax Representation Learning and Visual Cue Translation for Video CaptioningJingyi Hou, Xinxiao Wu, Wentian Zhao, Jiebo Luo 等ICCV 2019 · 被引用 84 次
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