Video Understanding

A crucial task of Video Understanding is to recognise and localise (in space and time) different actions or events appearing in the video.

Source: Action Detection from a Robot-Car Perspective

Papers

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Showing 1126–1149 of 1149 papers

Title	Date	Tasks	Status
MOFO: MOtion FOcused Self-Supervision for Video Understanding	Aug 23, 2023	Action ClassificationAction Recognition	CodeCode Available
MOD: A Deep Mixture Model with Online Knowledge Distillation for Large Scale Video Temporal Concept Localization	Oct 27, 2019	Knowledge DistillationVideo Understanding	CodeCode Available
Detection-Fusion for Knowledge Graph Extraction from Videos	Dec 30, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available
Vamos: Versatile Action Models for Video Understanding	Nov 22, 2023	EgoSchemaHard Attention	CodeCode Available
Are current long-term video understanding datasets long-term?	Aug 22, 2023	Action RecognitionVideo Understanding	CodeCode Available
Audio Caption in a Car Setting with a Sentence-Level Loss	May 31, 2019	Audio captioningDecoder	CodeCode Available
VCRBench: Exploring Long-form Causal Reasoning Capabilities of Large Video Language Models	May 13, 2025	FormMultiple-choice	CodeCode Available
VideoDG: Generalizing Temporal Relations in Videos to Novel Domains	Dec 8, 2019	Action RecognitionData Augmentation	CodeCode Available
Detect-and-Track: Efficient Pose Estimation in Videos	Dec 26, 2017	Human DetectionKeypoint Estimation	CodeCode Available
MINOTAUR: Multi-task Video Grounding From Multimodal Queries	Feb 16, 2023	Action DetectionSentence	CodeCode Available
AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video Understanding	Jun 16, 2025	Optical Character Recognition (OCR)RAG	CodeCode Available
Deep Learning Methods for Efficient Large Scale Video Labeling	Jun 14, 2017	Deep LearningVideo Understanding	CodeCode Available
Creative Flow+ Dataset	Jun 1, 2019	3D Character Animation From A Single PhotoDepth Estimation	CodeCode Available
Contextual Explainable Video Representation: Human Perception-based Understanding	Dec 12, 2022	Action DetectionAction Recognition	CodeCode Available
A Challenge to Build Neuro-Symbolic Video Agents	May 20, 2025	Scene ClassificationVideo Retrieval	CodeCode Available
METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding	Jun 3, 2025	Video Understanding	CodeCode Available
Constrained-size Tensorflow Models for YouTube-8M Video Understanding Challenge	Aug 21, 2018	Video Understanding	CodeCode Available
Masked Autoencoders for Egocentric Video Understanding @ Ego4D Challenge 2022	Nov 18, 2022	Object State Change ClassificationTemporal Localization	CodeCode Available
Context R-CNN: Long Term Temporal Context for Per-Camera Object Detection	Dec 7, 2019	object-detectionObject Detection	CodeCode Available
SoccerDB: A Large-Scale Database for Comprehensive Video Understanding	Dec 10, 2019	Action ClassificationAction Detection	CodeCode Available
Video Action Understanding	Oct 13, 2020	Action UnderstandingDeep Learning	CodeCode Available
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding	Mar 21, 2024	Pose EstimationVideo Understanding	CodeCode Available
Long-Term Feature Banks for Detailed Video Understanding	Dec 12, 2018	Action ClassificationAction Recognition	CodeCode Available
Localizing Moments in Video with Temporal Language	Sep 5, 2018	Natural Language QueriesRetrieval	CodeCode Available

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