Papers, code and datasets about deep learning and multi-modal learning for video analysis
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Updated
Oct 10, 2021
Papers, code and datasets about deep learning and multi-modal learning for video analysis
Video Foundation Models & Data for Multimodal Understanding
Generic PyTorch dataset implementation to load and augment VIDEOS for deep learning training loops.
500,000 multimodal short video data and baseline models. 50万条多模态短视频数据集和基线模型(TensorFlow2.0)。
Tools for loading video dataset and transforms on video in pytorch. You can directly load video files without preprocessing.
Surveillance Perspective Human Action Recognition Dataset: 7759 Videos from 14 Action Classes, aggregated from multiple sources, all cropped spatio-temporally and filmed from a surveillance-camera like position.
Summary about Video-to-Text datasets. This repository is part of the review paper *Bridging Vision and Language from the Video-to-Text Perspective: A Comprehensive Review*
Official repository for the paper titled "Bitstream-corrupted Video Recovery: A Novel Benchmark Dataset and Method", accepted by NeurIPS 2023 Dataset and Benchmark Track
🌱 Starter kit for working with the EPIC-KITCHENS-55 dataset for action recognition or anticipation
Official Code for VideoLT: Large-scale Long-tailed Video Recognition (ICCV 2021)
Keras Implementation of Video Swin Transformers for 3D Video Modeling
Awesome papers & datasets specifically focused on long-term videos.
[NeurIPS'22] VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training
🧠️🖥️2️⃣️0️⃣️0️⃣️1️⃣️📽️🕹️ The video:gameplay category for AI2001, containing gameplay video datasets
🧠️🖥️2️⃣️0️⃣️0️⃣️1️⃣️📽️👁️ The video:animation:anime category for AI2001, containing Aime video datasets
🧠️🖥️2️⃣️0️⃣️0️⃣️1️⃣️📽️📸️ The video:photography category for AI2001, containing photography video datasets
🧠️🖥️2️⃣️0️⃣️0️⃣️1️⃣️📽️
[AAAI 2023] AVCAffe: A Large Scale Audio-Visual Dataset of Cognitive Load and Affect for Remote Work
🧠️🖥️2️⃣️0️⃣️0️⃣️1️⃣️📽️ The video category for AI2001, containing video datasets
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