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Thehumanbehaviouranalysishasbeenasubjectofstudyinvariousfieldsofscience(e.g.sociology, psychology,computerscience).Specifically,theautomatedunderstandingofthebehaviourofboth individualsandgroupsremainsaverychallengingproblemfromthesensorsystems toartificial intelligencetechniques.Beingawareoftheextentofthetopic,theobjectiveofthispaperistoreview thestateoftheartfocusingonmachinelearningtechniquesandcomputervisionassensorsystemto theartificialintelligencetechniques.Moreover,alackofreviewcomparingthelevelofabstraction intermsofactivitiesdurationisfoundintheliterature.Inthispaper,areviewofthemethodsand techniquesbasedonmachinelearningtoclassifygroupbehaviourinsequenceofimagesispresented. Thereviewtakesintoaccountthedifferentlevelsofunderstandingandthenumberofpeopleinthe group. KeywoRDS Computer Vision, Crowd Automated Analysis, Human Behavior Analysis, Machine Learning, Motion Analysis, Trajectory Analysis

A Compilation of Methods and Datasets for Group and Crowd Action Recognition