Kinetics

by Joao Carreira,Eric Noland,Chloe Hillier,Andrew ZissermanUnknown

Kinetics

Kinetics is a large-scale, high-quality dataset of YouTube video URLs which include a diverse range of human focused actions. Our aim in releasing the Kinetics dataset is to help the machine learning community to advance models for video understanding. The dataset consists of approximately 300,000 video clips, and covers 400 human action classes with at least 400 video clips for each action class. Each clip lasts around 10s and is labeled with a single class. All of the clips have been through multiple rounds of human annotation, and each is taken from a unique YouTube video. The actions cover a broad range of classes including human-object interactions such as playing instruments, as well as human-human interactions such as shaking hands and hugging. Kinetics forms the basis of an international human action classification competition being organised by ActivityNet.

Dataset Attributes

Label SVG
TasksClassification
Label SVG
CategoriesActions, Humans, Acitivities
Label SVG
SensorRGB Camera

Class Labels

abseilingacting in playadjusting glassesair drummingAlligator wrestlinganswering questionsapplaudingapplying creamarchaeological excavationarcheryarguingarm wrestlingarranging flowersarrestingassembling bicycleassembling computerattending conferenceauctioningbaby waking upbackflip (human)baking cookiesbandagingbarbequingbartendingbase jumpingbathing dogbattle rope trainingbeatboxingbee keepingbeing excitedbeing in zero gravitybelly dancingbench pressingbending backbending metalbiking through snowblasting sandblending fruitblowdrying hairblowing bubble gumblowing glassblowing leavesblowing noseblowing out candlesbobsleddingbodysurfingbookbindingbottlingbouncing ball (not juggling)bouncing on bouncy castlebouncing on trampolinebowlingbraiding hairbreading or breadcrumbingbreakdancingbreaking boardsbreaking glassbreathing firebrush paintingbrushing floorbrushing hairbrushing teethbuilding cabinetbuilding legobuilding sandcastlebuilding shedbulldozingbungee jumpingburpingbuskingcalculatingcalligraphycanoeing or kayakingcapoeiracapsizingcard stackingcard throwingcarrying babycarrying weightcartwheelingcarving icecarving marblecarving pumpkincarving wood with a knifecasting fishing linecatching fishcatching or throwing baseballcatching or throwing frisbeecatching or throwing softballcelebratingchanging gear in carchanging oilchanging wheel (not on bike)chasingchecking tireschecking watchcheerleadingchewing gumchiseling stonechiseling woodchopping meatchopping woodclam diggingclappingclay pottery makingclean and jerkcleaning gutterscleaning poolcleaning shoescleaning toiletcleaning windowsclimbing a ropeclimbing ladderclimbing treeclosing doorcoloring incombing haircontact jugglingcontortingcooking chickencooking eggcooking on campfirecooking sausages (not on barbeque)cooking scallopscosplayingcoughingcounting moneycountry line dancingcracking backcracking knucklescracking neckcrawling babycrochetingcrossing eyescrossing rivercryingcumbiacurling (sport)curling eyelashescurling haircutting applecutting cakecutting nailscutting orangecutting pineapplecutting watermelondancing balletdancing charlestondancing gangnam styledancing macarenadeadliftingdealing cardsdecorating the christmas treedecoupagedelivering maildiggingdiningdirecting trafficdisc golfingdiving cliffdocking boatdodgeballdoing aerobicsdoing jigsaw puzzledoing laundrydoing nailsdoing sudokudrawingdribbling basketballdrinking shotsdriving cardriving tractordroolingdrop kickingdrumming fingersdumpster divingdunking basketballdyeing eyebrowsdyeing haireating burgereating cakeeating carrotseating chipseating doughnutseating hotdogeating ice creameating nachoseating spaghettieating watermelonegg huntingembroideringentering churchexercising armexercising with an exercise ballextinguishing firefaceplantingfalling off bikefalling off chairfeeding birdsfeeding fishfeeding goatsfencing (sport)fidgetingfilling cakefilling eyebrowsfinger snappingfixing bicyclefixing hairflint knappingflipping bottleflipping pancakefly tyingflying kitefolding clothesfolding napkinsfolding paperfront raisesfrying vegetablesgarglinggeocachinggetting a haircutgetting a piercinggetting a tattoogiving or receiving awardgold panninggolf chippinggolf drivinggolf puttinggospel singing in churchgrinding meatgrooming catgrooming doggrooming horsegymnastics tumblinghammer throwhand washing clotheshead standheadbangingheadbuttinghelmet divingherding cattlehigh fivinghigh jumphigh kickhistorical reenactmenthitting baseballhockey stopholding snakehome roasting coffeehopscotchhoverboardinghuddlinghugging (not baby)hugging babyhula hoopinghurdlinghurling (sport)ice climbingice fishingice skatingice swimminginflating balloonsinstalling carpetironingironing hairjavelin throwjaywalkingjetskiingjoggingjuggling ballsjuggling firejuggling soccer balljumping bicyclejumping into pooljumping jacksjumping sofajumpstyle dancingkaraokekicking field goalkicking soccer ballkissingkitesurfingknittingkrumpingland sailinglaughinglawn mower racinglaying brickslaying concretelaying deckinglaying stonelaying tilesleatherworkingletting go of balloonlickinglifting hatlighting candlelighting firelistening with headphoneslock pickinglong jumplongboardinglooking at phonelooking in mirrorlugelungemaking a cakemaking a sandwichmaking balloon shapesmaking bubblesmaking cheesemaking horseshoesmaking jewelrymaking latte artmaking paper aeroplanesmaking pizzamaking slimemaking snowmanmaking sushimaking teamaking the bedmarchingmarriage proposalmassaging backmassaging feetmassaging legsmassaging neckmassaging person's headmetal detectingmilking cowmilking goatmixing coloursmoon walkingmopping floormosh pit dancingmotorcyclingmountain climber (exercise)moving babymoving childmoving furnituremowing lawnmushroom foragingneedle feltingnews anchoringopening bottle (not wine)opening coconutsopening dooropening presentopening refrigeratoropening wine bottlepackingparaglidingparasailingparkourpassing American football (in game)passing American football (not in game)passing soccer ballpeeling applespeeling bananapeeling potatoesperson collecting garbagepetting animal (not cat)petting catpetting horsephotobombingphotocopyingpicking applespicking blueberriespillow fightpinchingpirouettingplaning woodplanting treesplasteringplaying accordionplaying american footballplaying badmintonplaying bagpipesplaying basketballplaying bass guitarplaying beer pongplaying billiardsplaying blackjackplaying cardsplaying celloplaying checkersplaying chessplaying clarinetplaying controllerplaying cricketplaying cymbalsplaying dartsplaying didgeridooplaying dominoesplaying drumsplaying field hockeyplaying fluteplaying gongplaying guitarplaying hand clapping gamesplaying harmonicaplaying harpplaying ice hockeyplaying keyboardplaying kickballplaying laser tagplaying luteplaying mahjongplaying maracasplaying marblesplaying monopolyplaying netballplaying nose fluteplaying oboeplaying ocarinaplaying organplaying paintballplaying pan pipesplaying pianoplaying piccoloplaying pinballplaying ping pongplaying pokerplaying poloplaying recorderplaying road hockeyplaying roundersplaying rubiks cubeplaying saxophoneplaying scrabbleplaying shuffleboardplaying slot machineplaying squash or racquetballplaying tennisplaying tromboneplaying trumpetplaying ukuleleplaying violinplaying volleyballplaying with trainsplaying xylophonepoaching eggspoking bellybuttonpole vaultpolishing furniturepolishing metalpopping balloonspouring beerpouring milkpouring winepreparing saladpresenting weather forecastpretending to be a statuepull upspulling espresso shotpulling rope (game)pumping fistpumping gaspunching bagpunching person (boxing)push uppushing carpushing cartpushing wheelbarrowpushing wheelchairputting in contact lensesputting on eyelinerputting on foundationputting on lipstickputting on mascaraputting on sariputting on shoesputting wallpaper on wallraising eyebrowsreading bookreading newspaperrecording musicrepairing punctureriding a bikeriding camelriding elephantriding mechanical bullriding muleriding or walking with horseriding scooterriding snow blowerriding unicycleripping paperroasting marshmallowsroasting pigrobot dancingrock climbingrock scissors paperroller skatingrolling eyesrolling pastryrope pushdownrunning on treadmillsailingsalsa dancingsalutingsanding floorsanding woodsausage makingsawing woodscrambling eggsscrapbookingscrubbing facescuba divingseasoning foodseparating eggssetting tablesewingshaking handsshaking headshaping bread doughsharpening knivessharpening pencilshaving headshaving legsshearing sheepshining flashlightshining shoesshoot danceshooting basketballshooting goal (soccer)shooting off fireworksshoppingshot putshoutingshoveling snowshredding papershucking oystersshuffling cardsshuffling feetside kicksievingsign language interpretingsilent discosingingsipping cupsitupskateboardingski balletski jumpingskiing crosscountryskiing monoskiing slalomskipping ropeskipping stoneskydivingslackliningslappingsled dog racingsleepingslicing onionsmashingsmelling feetsmokingsmoking hookahsmoking pipesnatch weight liftingsneezingsnorkelingsnowboardingsnowkitingsnowmobilingsomersaultingspelunkingspinning platesspinning poisplashing waterspray paintingsprayingspringboard divingsquare dancingsquatsqueezing orangestacking cupsstacking dicestanding on handsstaringsteer ropingsteering carsticking tongue outstomping grapesstretching armstretching legsucking lollysurfing crowdsurfing watersurveyingsweeping floorswimming backstrokeswimming breast strokeswimming butterfly strokeswimming front crawlswimming with dolphinsswimming with sharksswing dancingswinging baseball batswinging on somethingsword fightingsword swallowingtacklingtagging graffititai chitaking phototalking on cell phonetango dancingtap dancingtapping guitartapping pentasting beertasting foodtasting winetestifyingtextingthreading needlethrowing axethrowing ball (not baseball or American football)throwing discusthrowing knifethrowing snowballsthrowing tantrumthrowing water balloonticklingtie dyingtightrope walkingtiptoeingtobogganingtossing cointossing saladtraining dogtrapezingtreating woodtrimming or shaving beardtrimming shrubstrimming treestriple jumptwiddling fingerstying bow tietying knot (not on a tie)tying necktietying shoe lacesunboxinguncorking champagneunloading truckusing a microscopeusing a paint rollerusing a power drillusing a sledge hammerusing a wrenchusing atmusing bagging machineusing circular sawusing inhalerusing megaphoneusing puppetsusing remote controller (not gaming)using segwayvacuuming carvacuuming floorvisiting the zoowading through mudwading through waterwaiting in linewaking upwalking on stiltswalking the dogwalking through snowwalking with crutcheswashing disheswashing feetwashing hairwashing handswatching tvwater skiingwater slidingwatering plantswaving handwaxing armpitswaxing backwaxing chestwaxing eyebrowswaxing legsweaving basketweaving fabricweldingwhistlingwindsurfingwinkingwood burning (art)wrapping presentwrestlingwritingyarn spinningyawningyogazumba