View Source ExVision.Classification.EfficientNet_V2_S (Ex Vision v0.4.0)
An object classifier based on EfficientNet_V2_S.
Exported from torchvision
.
Weights from Imagenet 1k.
Summary
Types
Type describing all categories recognised by EfficientNet V2 S
A type describing the output of a classification model as a mapping of category to probability.
An instance of the Elixir.ExVision.Classification.EfficientNet_V2_S
Functions
Submits the input for inference to the process running the Nx.Serving for this model.
Returns a list of all categories recognised by EfficientNet V2 S
Creates the model instance
Same as load/1
, but raises and error on failure.
Immediatelly applies the model to the given input, in the scope of the current process.
Types
@type category_t() ::
:tench
| :goldfish
| :great_white_shark
| :tiger_shark
| :hammerhead
| :electric_ray
| :stingray
| :cock
| :hen
| :ostrich
| :brambling
| :goldfinch
| :house_finch
| :junco
| :indigo_bunting
| :robin
| :bulbul
| :jay
| :magpie
| :chickadee
| :water_ouzel
| :kite
| :bald_eagle
| :vulture
| :great_grey_owl
| :european_fire_salamander
| :common_newt
| :eft
| :spotted_salamander
| :axolotl
| :bullfrog
| :tree_frog
| :tailed_frog
| :loggerhead
| :leatherback_turtle
| :mud_turtle
| :terrapin
| :box_turtle
| :banded_gecko
| :common_iguana
| :american_chameleon
| :whiptail
| :agama
| :frilled_lizard
| :alligator_lizard
| :gila_monster
| :green_lizard
| :african_chameleon
| :komodo_dragon
| :african_crocodile
| :american_alligator
| :triceratops
| :thunder_snake
| :ringneck_snake
| :hognose_snake
| :green_snake
| :king_snake
| :garter_snake
| :water_snake
| :vine_snake
| :night_snake
| :boa_constrictor
| :rock_python
| :indian_cobra
| :green_mamba
| :sea_snake
| :horned_viper
| :diamondback
| :sidewinder
| :trilobite
| :harvestman
| :scorpion
| :black_and_gold_garden_spider
| :barn_spider
| :garden_spider
| :black_widow
| :tarantula
| :wolf_spider
| :tick
| :centipede
| :black_grouse
| :ptarmigan
| :ruffed_grouse
| :prairie_chicken
| :peacock
| :quail
| :partridge
| :african_grey
| :macaw
| :sulphur_crested_cockatoo
| :lorikeet
| :coucal
| :bee_eater
| :hornbill
| :hummingbird
| :jacamar
| :toucan
| :drake
| :red_breasted_merganser
| :goose
| :black_swan
| :tusker
| :echidna
| :platypus
| :wallaby
| :koala
| :wombat
| :jellyfish
| :sea_anemone
| :brain_coral
| :flatworm
| :nematode
| :conch
| :snail
| :slug
| :sea_slug
| :chiton
| :chambered_nautilus
| :dungeness_crab
| :rock_crab
| :fiddler_crab
| :king_crab
| :american_lobster
| :spiny_lobster
| :crayfish
| :hermit_crab
| :isopod
| :white_stork
| :black_stork
| :spoonbill
| :flamingo
| :little_blue_heron
| :american_egret
| :bittern
| :crane_bird
| :limpkin
| :european_gallinule
| :american_coot
| :bustard
| :ruddy_turnstone
| :red_backed_sandpiper
| :redshank
| :dowitcher
| :oystercatcher
| :pelican
| :king_penguin
| :albatross
| :grey_whale
| :killer_whale
| :dugong
| :sea_lion
| :chihuahua
| :japanese_spaniel
| :maltese_dog
| :pekinese
| :shih_tzu
| :blenheim_spaniel
| :papillon
| :toy_terrier
| :rhodesian_ridgeback
| :afghan_hound
| :basset
| :beagle
| :bloodhound
| :bluetick
| :black_and_tan_coonhound
| :walker_hound
| :english_foxhound
| :redbone
| :borzoi
| :irish_wolfhound
| :italian_greyhound
| :whippet
| :ibizan_hound
| :norwegian_elkhound
| :otterhound
| :saluki
| :scottish_deerhound
| :weimaraner
| :staffordshire_bullterrier
| :american_staffordshire_terrier
| :bedlington_terrier
| :border_terrier
| :kerry_blue_terrier
| :irish_terrier
| :norfolk_terrier
| :norwich_terrier
| :yorkshire_terrier
| :wire_haired_fox_terrier
| :lakeland_terrier
| :sealyham_terrier
| :airedale
| :cairn
| :australian_terrier
| :dandie_dinmont
| :boston_bull
| :miniature_schnauzer
| :giant_schnauzer
| :standard_schnauzer
| :scotch_terrier
| :tibetan_terrier
| :silky_terrier
| :soft_coated_wheaten_terrier
| :west_highland_white_terrier
| :lhasa
| :flat_coated_retriever
| :curly_coated_retriever
| :golden_retriever
| :labrador_retriever
| :chesapeake_bay_retriever
| :german_short_haired_pointer
| :vizsla
| :english_setter
| :irish_setter
| :gordon_setter
| :brittany_spaniel
| :clumber
| :english_springer
| :welsh_springer_spaniel
| :cocker_spaniel
| :sussex_spaniel
| :irish_water_spaniel
| :kuvasz
| :schipperke
| :groenendael
| :malinois
| :briard
| :kelpie
| :komondor
| :old_english_sheepdog
| :shetland_sheepdog
| :collie
| :border_collie
| :bouvier_des_flandres
| :rottweiler
| :german_shepherd
| :doberman
| :miniature_pinscher
| :greater_swiss_mountain_dog
| :bernese_mountain_dog
| :appenzeller
| :entlebucher
| :boxer
| :bull_mastiff
| :tibetan_mastiff
| :french_bulldog
| :great_dane
| :saint_bernard
| :eskimo_dog
| :malamute
| :siberian_husky
| :dalmatian
| :affenpinscher
| :basenji
| :pug
| :leonberg
| :newfoundland
| :great_pyrenees
| :samoyed
| :pomeranian
| :chow
| :keeshond
| :brabancon_griffon
| :pembroke
| :cardigan
| :toy_poodle
| :miniature_poodle
| :standard_poodle
| :mexican_hairless
| :timber_wolf
| :white_wolf
| :red_wolf
| :coyote
| :dingo
| :dhole
| :african_hunting_dog
| :hyena
| :red_fox
| :kit_fox
| :arctic_fox
| :grey_fox
| :tabby
| :tiger_cat
| :persian_cat
| :siamese_cat
| :egyptian_cat
| :cougar
| :lynx
| :leopard
| :snow_leopard
| :jaguar
| :lion
| :tiger
| :cheetah
| :brown_bear
| :american_black_bear
| :ice_bear
| :sloth_bear
| :mongoose
| :meerkat
| :tiger_beetle
| :ladybug
| :ground_beetle
| :long_horned_beetle
| :leaf_beetle
| :dung_beetle
| :rhinoceros_beetle
| :weevil
| :fly
| :bee
| :ant
| :grasshopper
| :cricket
| :walking_stick
| :cockroach
| :mantis
| :cicada
| :leafhopper
| :lacewing
| :dragonfly
| :damselfly
| :admiral
| :ringlet
| :monarch
| :cabbage_butterfly
| :sulphur_butterfly
| :lycaenid
| :starfish
| :sea_urchin
| :sea_cucumber
| :wood_rabbit
| :hare
| :angora
| :hamster
| :porcupine
| :fox_squirrel
| :marmot
| :beaver
| :guinea_pig
| :sorrel
| :zebra
| :hog
| :wild_boar
| :warthog
| :hippopotamus
| :ox
| :water_buffalo
| :bison
| :ram
| :bighorn
| :ibex
| :hartebeest
| :impala
| :gazelle
| :arabian_camel
| :llama
| :weasel
| :mink
| :polecat
| :black_footed_ferret
| :otter
| :skunk
| :badger
| :armadillo
| :three_toed_sloth
| :orangutan
| :gorilla
| :chimpanzee
| :gibbon
| :siamang
| :guenon
| :patas
| :baboon
| :macaque
| :langur
| :colobus
| :proboscis_monkey
| :marmoset
| :capuchin
| :howler_monkey
| :titi
| :spider_monkey
| :squirrel_monkey
| :madagascar_cat
| :indri
| :indian_elephant
| :african_elephant
| :lesser_panda
| :giant_panda
| :barracouta
| :eel
| :coho
| :rock_beauty
| :anemone_fish
| :sturgeon
| :gar
| :lionfish
| :puffer
| :abacus
| :abaya
| :academic_gown
| :accordion
| :acoustic_guitar
| :aircraft_carrier
| :airliner
| :airship
| :altar
| :ambulance
| :amphibian
| :analog_clock
| :apiary
| :apron
| :ashcan
| :assault_rifle
| :backpack
| :bakery
| :balance_beam
| :balloon
| :ballpoint
| :band_aid
| :banjo
| :bannister
| :barbell
| :barber_chair
| :barbershop
| :barn
| :barometer
| :barrel
| :barrow
| :baseball
| :basketball
| :bassinet
| :bassoon
| :bathing_cap
| :bath_towel
| :bathtub
| :beach_wagon
| :beacon
| :beaker
| :bearskin
| :beer_bottle
| :beer_glass
| :bell_cote
| :bib
| :bicycle_built_for_two
| :bikini
| :binder
| :binoculars
| :birdhouse
| :boathouse
| :bobsled
| :bolo_tie
| :bonnet
| :bookcase
| :bookshop
| :bottlecap
| :bow
| :bow_tie
| :brass
| :brassiere
| :breakwater
| :breastplate
| :broom
| :bucket
| :buckle
| :bulletproof_vest
| :bullet_train
| :butcher_shop
| :cab
| :caldron
| :candle
| :cannon
| :canoe
| :can_opener
| :car_mirror
| :carousel
| :carpenter_s_kit
| :carton
| :car_wheel
| :cash_machine
| :cassette
| :cassette_player
| :castle
| :catamaran
| :cd_player
| :cello
| :cellular_telephone
| :chain
| :chainlink_fence
| :chain_mail
| :chain_saw
| :chest
| :chiffonier
| :chime
| :china_cabinet
| :christmas_stocking
| :church
| :cinema
| :cleaver
| :cliff_dwelling
| :cloak
| :clog
| :cocktail_shaker
| :coffee_mug
| :coffeepot
| :coil
| :combination_lock
| :computer_keyboard
| :confectionery
| :container_ship
| :convertible
| :corkscrew
| :cornet
| :cowboy_boot
| :cowboy_hat
| :cradle
| :crane
| :crash_helmet
| :crate
| :crib
| :crock_pot
| :croquet_ball
| :crutch
| :cuirass
| :dam
| :desk
| :desktop_computer
| :dial_telephone
| :diaper
| :digital_clock
| :digital_watch
| :dining_table
| :dishrag
| :dishwasher
| :disk_brake
| :dock
| :dogsled
| :dome
| :doormat
| :drilling_platform
| :drum
| :drumstick
| :dumbbell
| :dutch_oven
| :electric_fan
| :electric_guitar
| :electric_locomotive
| :entertainment_center
| :envelope
| :espresso_maker
| :face_powder
| :feather_boa
| :file
| :fireboat
| :fire_engine
| :fire_screen
| :flagpole
| :flute
| :folding_chair
| :football_helmet
| :forklift
| :fountain
| :fountain_pen
| :four_poster
| :freight_car
| :french_horn
| :frying_pan
| :fur_coat
| :garbage_truck
| :gasmask
| :gas_pump
| :goblet
| :go_kart
| :golf_ball
| :golfcart
| :gondola
| :gong
| :gown
| :grand_piano
| :greenhouse
| :grille
| :grocery_store
| :guillotine
| :hair_slide
| :hair_spray
| :half_track
| :hammer
| :hamper
| :hand_blower
| :hand_held_computer
| :handkerchief
| :hard_disc
| :harmonica
| :harp
| :harvester
| :hatchet
| :holster
| :home_theater
| :honeycomb
| :hook
| :hoopskirt
| :horizontal_bar
| :horse_cart
| :hourglass
| :ipod
| :iron
| :jack_o__lantern
| :jean
| :jeep
| :jersey
| :jigsaw_puzzle
| :jinrikisha
| :joystick
| :kimono
| :knee_pad
| :knot
| :lab_coat
| :ladle
| :lampshade
| :laptop
| :lawn_mower
| :lens_cap
| :letter_opener
| :library
| :lifeboat
| :lighter
| :limousine
| :liner
| :lipstick
| :loafer
| :lotion
| :loudspeaker
| :loupe
| :lumbermill
| :magnetic_compass
| :mailbag
| :mailbox
| :maillot
| :maillot_tank_suit
| :manhole_cover
| :maraca
| :marimba
| :mask
| :matchstick
| :maypole
| :maze
| :measuring_cup
| :medicine_chest
| :megalith
| :microphone
| :microwave
| :military_uniform
| :milk_can
| :minibus
| :miniskirt
| :minivan
| :missile
| :mitten
| :mixing_bowl
| :mobile_home
| :model_t
| :modem
| :monastery
| :monitor
| :moped
| :mortar
| :mortarboard
| :mosque
| :mosquito_net
| :motor_scooter
| :mountain_bike
| :mountain_tent
| :mouse
| :mousetrap
| :moving_van
| :muzzle
| :nail
| :neck_brace
| :necklace
| :nipple
| :notebook
| :obelisk
| :oboe
| :ocarina
| :odometer
| :oil_filter
| :organ
| :oscilloscope
| :overskirt
| :oxcart
| :oxygen_mask
| :packet
| :paddle
| :paddlewheel
| :padlock
| :paintbrush
| :pajama
| :palace
| :panpipe
| :paper_towel
| :parachute
| :parallel_bars
| :park_bench
| :parking_meter
| :passenger_car
| :patio
| :pay_phone
| :pedestal
| :pencil_box
| :pencil_sharpener
| :perfume
| :petri_dish
| :photocopier
| :pick
| :pickelhaube
| :picket_fence
| :pickup
| :pier
| :piggy_bank
| :pill_bottle
| :pillow
| :ping_pong_ball
| :pinwheel
| :pirate
| :pitcher
| :plane
| :planetarium
| :plastic_bag
| :plate_rack
| :plow
| :plunger
| :polaroid_camera
| :pole
| :police_van
| :poncho
| :pool_table
| :pop_bottle
| :pot
| :potter_s_wheel
| :power_drill
| :prayer_rug
| :printer
| :prison
| :projectile
| :projector
| :puck
| :punching_bag
| :purse
| :quill
| :quilt
| :racer
| :racket
| :radiator
| :radio
| :radio_telescope
| :rain_barrel
| :recreational_vehicle
| :reel
| :reflex_camera
| :refrigerator
| :remote_control
| :restaurant
| :revolver
| :rifle
| :rocking_chair
| :rotisserie
| :rubber_eraser
| :rugby_ball
| :rule
| :running_shoe
| :safe
| :safety_pin
| :saltshaker
| :sandal
| :sarong
| :sax
| :scabbard
| :scale
| :school_bus
| :schooner
| :scoreboard
| :screen
| :screw
| :screwdriver
| :seat_belt
| :sewing_machine
| :shield
| :shoe_shop
| :shoji
| :shopping_basket
| :shopping_cart
| :shovel
| :shower_cap
| :shower_curtain
| :ski
| :ski_mask
| :sleeping_bag
| :slide_rule
| :sliding_door
| :slot
| :snorkel
| :snowmobile
| :snowplow
| :soap_dispenser
| :soccer_ball
| :sock
| :solar_dish
| :sombrero
| :soup_bowl
| :space_bar
| :space_heater
| :space_shuttle
| :spatula
| :speedboat
| :spider_web
| :spindle
| :sports_car
| :spotlight
| :stage
| :steam_locomotive
| :steel_arch_bridge
| :steel_drum
| :stethoscope
| :stole
| :stone_wall
| :stopwatch
| :stove
| :strainer
| :streetcar
| :stretcher
| :studio_couch
| :stupa
| :submarine
| :suit
| :sundial
| :sunglass
| :sunglasses
| :sunscreen
| :suspension_bridge
| :swab
| :sweatshirt
| :swimming_trunks
| :swing
| :switch
| :syringe
| :table_lamp
| :tank
| :tape_player
| :teapot
| :teddy
| :television
| :tennis_ball
| :thatch
| :theater_curtain
| :thimble
| :thresher
| :throne
| :tile_roof
| :toaster
| :tobacco_shop
| :toilet_seat
| :torch
| :totem_pole
| :tow_truck
| :toyshop
| :tractor
| :trailer_truck
| :tray
| :trench_coat
| :tricycle
| :trimaran
| :tripod
| :triumphal_arch
| :trolleybus
| :trombone
| :tub
| :turnstile
| :typewriter_keyboard
| :umbrella
| :unicycle
| :upright
| :vacuum
| :vase
| :vault
| :velvet
| :vending_machine
| :vestment
| :viaduct
| :violin
| :volleyball
| :waffle_iron
| :wall_clock
| :wallet
| :wardrobe
| :warplane
| :washbasin
| :washer
| :water_bottle
| :water_jug
| :water_tower
| :whiskey_jug
| :whistle
| :wig
| :window_screen
| :window_shade
| :windsor_tie
| :wine_bottle
| :wing
| :wok
| :wooden_spoon
| :wool
| :worm_fence
| :wreck
| :yawl
| :yurt
| :web_site
| :comic_book
| :crossword_puzzle
| :street_sign
| :traffic_light
| :book_jacket
| :menu
| :plate
| :guacamole
| :consomme
| :hot_pot
| :trifle
| :ice_cream
| :ice_lolly
| :french_loaf
| :bagel
| :pretzel
| :cheeseburger
| :hotdog
| :mashed_potato
| :head_cabbage
| :broccoli
| :cauliflower
| :zucchini
| :spaghetti_squash
| :acorn_squash
| :butternut_squash
| :cucumber
| :artichoke
| :bell_pepper
| :cardoon
| :mushroom
| :granny_smith
| :strawberry
| :orange
| :lemon
| :fig
| :pineapple
| :banana
| :jackfruit
| :custard_apple
| :pomegranate
| :hay
| :carbonara
| :chocolate_sauce
| :dough
| :meat_loaf
| :pizza
| :potpie
| :burrito
| :red_wine
| :espresso
| :cup
| :eggnog
| :alp
| :bubble
| :cliff
| :coral_reef
| :geyser
| :lakeside
| :promontory
| :sandbar
| :seashore
| :valley
| :volcano
| :ballplayer
| :groom
| :scuba_diver
| :rapeseed
| :daisy
| :yellow_lady_s_slipper
| :corn
| :acorn
| :hip
| :buckeye
| :coral_fungus
| :agaric
| :gyromitra
| :stinkhorn
| :earthstar
| :hen_of_the_woods
| :bolete
| :ear
| :toilet_tissue
Type describing all categories recognised by EfficientNet V2 S
@type output_t() :: %{required(category_t()) => number()}
A type describing the output of a classification model as a mapping of category to probability.
@opaque t()
An instance of the Elixir.ExVision.Classification.EfficientNet_V2_S
Functions
@spec batched_run(atom(), ExVision.Model.input_t()) :: output_t() | [output_t()]
Submits the input for inference to the process running the Nx.Serving for this model.
@spec categories() :: [category_t()]
Returns a list of all categories recognised by EfficientNet V2 S
@spec load([ExVision.Model.Definition.Ortex.load_option_t()]) :: {:ok, t()} | {:error, reason :: atom()}
Creates the model instance
Same as load/1
, but raises and error on failure.
@spec run(t(), ExVision.Model.input_t()) :: output_t() | [output_t()]
Immediatelly applies the model to the given input, in the scope of the current process.