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 351–375 of 1149 papers

Title	Date	Tasks	Status	Hype
Language Repository for Long Video Understanding	Mar 21, 2024	EgoSchemaQuestion Answering	CodeCode Available	1
Learning Salient Boundary Feature for Anchor-free Temporal Action Localization	Mar 24, 2021	Action LocalizationTemporal Action Localization	CodeCode Available	1
EgoTaskQA: Understanding Human Tasks in Egocentric Videos	Oct 8, 2022	Action Localizationcounterfactual	CodeCode Available	1
Slot State Space Models	Jun 18, 2024	MambaState Space Models	CodeCode Available	1
SMILE: Multimodal Dataset for Understanding Laughter in Video with Language Models	Dec 15, 2023	Video Understanding	CodeCode Available	1
EgoSurgery-Phase: A Dataset of Surgical Phase Recognition from Egocentric Open Surgery Videos	May 30, 2024	Action RecognitionSurgical phase recognition	CodeCode Available	1
SoccerNet 2023 Challenges Results	Sep 12, 2023	Action SpottingCamera Calibration	CodeCode Available	1
From My View to Yours: Ego-Augmented Learning in Large Vision Language Models for Understanding Exocentric Daily Living Activities	Jan 10, 2025	Human-Object Interaction DetectionKnowledge Distillation	CodeCode Available	1
Learning Self-Similarity in Space and Time as a Generalized Motion for Action Recognition	Jan 1, 2021	Action RecognitionVideo Understanding	CodeCode Available	1
EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding	Aug 17, 2023	DiagnosticEgoSchema	CodeCode Available	1
Spatial-Temporal Transformer for Dynamic Scene Graph Generation	Jul 26, 2021	DecoderScene Graph Generation	CodeCode Available	1
Spatio-temporal Prompting Network for Robust Video Feature Extraction	Feb 4, 2024	Instance Segmentationobject-detection	CodeCode Available	1
Helping Hands: An Object-Aware Ego-Centric Video Recognition Model	Aug 15, 2023	DecoderObject	CodeCode Available	1
Spotting Temporally Precise, Fine-Grained Events in Video	Jul 20, 2022	Action DetectionAction Spotting	CodeCode Available	1
Static and Dynamic Concepts for Self-supervised Video Representation Learning	Jul 26, 2022	DiversityRepresentation Learning	CodeCode Available	1
Language-Assisted Skeleton Action Understanding for Skeleton-Based Temporal Action Segmentation	Oct 31, 2024	Action SegmentationAction Understanding	CodeCode Available	1
Can An Image Classifier Suffice For Action Recognition?	Jun 26, 2021	Action Recognitionimage-classification	CodeCode Available	1
Contrastive Masked Autoencoders for Self-Supervised Video Hashing	Nov 21, 2022	DecoderRetrieval	CodeCode Available	1
Language-Guided Audio-Visual Learning for Long-Term Sports Assessment	Jan 1, 2025	audio-visual learningKnowledge Graphs	CodeCode Available	1
Learning Self-Similarity in Space and Time as Generalized Motion for Video Action Recognition	Feb 14, 2021	Action RecognitionTemporal Action Localization	CodeCode Available	1
Is Appearance Free Action Recognition Possible?	Jul 13, 2022	Action RecognitionOptical Flow Estimation	CodeCode Available	1
EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video Retrieval	Jul 23, 2024	Re-RankingRetrieval	CodeCode Available	1
Isolated Sign Recognition from RGB Video using Pose Flow and Self-Attention	Jun 11, 2021	Action RecognitionSign Language Recognition	CodeCode Available	1
InternVideo-Ego4D: A Pack of Champion Solutions to Ego4D Challenges	Nov 17, 2022	Future Hand PredictionMoment Queries	CodeCode Available	1
An Empirical Study of End-to-End Temporal Action Detection	Apr 6, 2022	Action ClassificationAction Detection	CodeCode Available	1

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