Retrieval-Augmented Egocentric Video Captioning
Paper
• 2401.00789 • Published
Datasets:
Tasks:
Video Classification
Modalities:
Text
Formats:
webdataset
Languages:
English
Size:
< 1K
ArXiv:
License:
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internvideo_MM_L14_features/211/WlkaUxBwURQ | "/tmp/hf-datasets-cache/medium/datasets/67962240548913-config-parquet-and-info-Jazzcharles-youcook2_(...TRUNCATED) | "UEsDBAAACAgAAAAAAAAAAAAAAAAAAAAAAAAQABIAYXJjaGl2ZS9kYXRhLnBrbEZCDgBaWlpaWlpaWlpaWlpaWoACY3RvcmNoLl9(...TRUNCATED) |
internvideo_MM_L14_features/211/ZjKY9v48fTc | "/tmp/hf-datasets-cache/medium/datasets/67962240548913-config-parquet-and-info-Jazzcharles-youcook2_(...TRUNCATED) | "UEsDBAAACAgAAAAAAAAAAAAAAAAAAAAAAAAQABIAYXJjaGl2ZS9kYXRhLnBrbEZCDgBaWlpaWlpaWlpaWlpaWoACY3RvcmNoLl9(...TRUNCATED) |
internvideo_MM_L14_features/211/VwtkHIturro | "/tmp/hf-datasets-cache/medium/datasets/67962240548913-config-parquet-and-info-Jazzcharles-youcook2_(...TRUNCATED) | "UEsDBAAACAgAAAAAAAAAAAAAAAAAAAAAAAAQABIAYXJjaGl2ZS9kYXRhLnBrbEZCDgBaWlpaWlpaWlpaWlpaWoACY3RvcmNoLl9(...TRUNCATED) |
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internvideo_MM_L14_features/423/p-NnIyGFZVw | "/tmp/hf-datasets-cache/medium/datasets/67962240548913-config-parquet-and-info-Jazzcharles-youcook2_(...TRUNCATED) | "UEsDBAAACAgAAAAAAAAAAAAAAAAAAAAAAAAQABIAYXJjaGl2ZS9kYXRhLnBrbEZCDgBaWlpaWlpaWlpaWlpaWoACY3RvcmNoLl9(...TRUNCATED) |
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internvideo_MM_L14_features/423/AMBH5L6x3dQ | "/tmp/hf-datasets-cache/medium/datasets/67962240548913-config-parquet-and-info-Jazzcharles-youcook2_(...TRUNCATED) | "UEsDBAAACAgAAAAAAAAAAAAAAAAAAAAAAAAQABIAYXJjaGl2ZS9kYXRhLnBrbEZCDgBaWlpaWlpaWlpaWlpaWoACY3RvcmNoLl9(...TRUNCATED) |
internvideo_MM_L14_features/423/SjA7PFoZcNQ | "/tmp/hf-datasets-cache/medium/datasets/67962240548913-config-parquet-and-info-Jazzcharles-youcook2_(...TRUNCATED) | "UEsDBAAACAgAAAAAAAAAAAAAAAAAAAAAAAAQABIAYXJjaGl2ZS9kYXRhLnBrbEZCDgBaWlpaWlpaWlpaWlpaWoACY3RvcmNoLl9(...TRUNCATED) |
internvideo_MM_L14_features/226/xHr8X2Wpmno | "/tmp/hf-datasets-cache/medium/datasets/67962240548913-config-parquet-and-info-Jazzcharles-youcook2_(...TRUNCATED) | "UEsDBAAACAgAAAAAAAAAAAAAAAAAAAAAAAAQABIAYXJjaGl2ZS9kYXRhLnBrbEZCDgBaWlpaWlpaWlpaWlpaWoACY3RvcmNoLl9(...TRUNCATED) |
internvideo_MM_L14_features/226/VH0SmCfAov4 | "/tmp/hf-datasets-cache/medium/datasets/67962240548913-config-parquet-and-info-Jazzcharles-youcook2_(...TRUNCATED) | "UEsDBAAACAgAAAAAAAAAAAAAAAAAAAAAAAAQABIAYXJjaGl2ZS9kYXRhLnBrbEZCDgBaWlpaWlpaWlpaWlpaWoACY3RvcmNoLl9(...TRUNCATED) |
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in Data Studio
YAML Metadata Warning: The task_categories "video-retrieval" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
📙 Overview
YouCook2 video features extracted by InternVideo_MM_L14 at 8 fps. It is used for evaluating the video-text retrieval ability of EgoInstructor.
Each file (e.g. 10dZTHlkb8w.pth.tar) is a TxD feature vector, where T refers to the length of the video and D is 768.
🏋️ How-To-Use
Please refer to code EgoInstructor for details.
🎓 Citation
@article{xu2024retrieval,
title={Retrieval-augmented egocentric video captioning},
author={Xu, Jilan and Huang, Yifei and Hou, Junlin and Chen, Guo and Zhang, Yuejie and Feng, Rui and Xie, Weidi},
journal={arXiv preprint arXiv:2401.00789},
year={2024}
}
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