ΠΠ°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS
ΠΠ°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS - ΡΡΠΎ ΠΊΡΡΠΏΠ½ΠΎΠΌΠ°ΡΡΡΠ°Π±Π½ΡΠΉ Π½Π°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΉ Π½Π° ΡΡΠΎΠ²Π½Π΅ ΡΠ»ΠΎΠ²Π°ΡΡ, ΡΠ°Π·ΡΠ°Π±ΠΎΡΠ°Π½Π½ΡΠΉ ΠΈ Π²ΡΠΏΡΡΠ΅Π½Π½ΡΠΉ Facebook AI Research (FAIR). ΠΠ½ Π² ΠΏΠ΅ΡΠ²ΡΡ ΠΎΡΠ΅ΡΠ΅Π΄Ρ ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΡΡΡ Π² ΠΊΠ°ΡΠ΅ΡΡΠ²Π΅ ΠΈΡΡΠ»Π΅Π΄ΠΎΠ²Π°ΡΠ΅Π»ΡΡΠΊΠΎΠ³ΠΎ ΡΡΠ°Π»ΠΎΠ½Π° Π΄Π»Ρ ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ ΡΠΊΠ·Π΅ΠΌΠΏΠ»ΡΡΠΎΠ² Ρ Π±ΠΎΠ»ΡΡΠΈΠΌ ΡΠ»ΠΎΠ²Π°ΡΠ΅ΠΌ ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΠΉ, ΡΡΠΎΠ±Ρ ΡΠΏΠΎΡΠΎΠ±ΡΡΠ²ΠΎΠ²Π°ΡΡ Π΄Π°Π»ΡΠ½Π΅ΠΉΡΠ΅ΠΌΡ ΠΏΡΠΎΠ³ΡΠ΅ΡΡΡ Π² ΠΎΠ±Π»Π°ΡΡΠΈ ΠΊΠΎΠΌΠΏΡΡΡΠ΅ΡΠ½ΠΎΠ³ΠΎ Π·ΡΠ΅Π½ΠΈΡ.
Π‘ΠΌΠΎΡΡΠ΅ΡΡ: YOLO Π Π°Π±ΠΎΡΠΈΠΉ ΠΏΡΠΎΡΠ΅ΡΡ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ Π² ΠΌΠΈΡΠ΅ Ρ Π½Π°Π±ΠΎΡΠΎΠΌ Π΄Π°Π½Π½ΡΡ
LVIS
ΠΡΠ½ΠΎΠ²Π½ΡΠ΅ Ρ Π°ΡΠ°ΠΊΡΠ΅ΡΠΈΡΡΠΈΠΊΠΈ
- LVIS ΡΠΎΠ΄Π΅ΡΠΆΠΈΡ 160 ΡΡΡΡΡ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ ΠΈ 2 ΠΌΠΈΠ»Π»ΠΈΠΎΠ½Π° Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΉ ΠΊ Π½ΠΈΠΌ Π΄Π»Ρ Π·Π°Π΄Π°Ρ ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ², ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ ΠΈ ΡΠΎΠ·Π΄Π°Π½ΠΈΡ Π½Π°Π΄ΠΏΠΈΡΠ΅ΠΉ.
- ΠΠ°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ Π²ΠΊΠ»ΡΡΠ°Π΅Ρ 1203 ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΠΈ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ², Π² ΡΠΎΠΌ ΡΠΈΡΠ»Π΅ ΡΠ°ΠΊΠΈΠ΅ ΡΠ°ΡΠΏΡΠΎΡΡΡΠ°Π½Π΅Π½Π½ΡΠ΅ ΠΎΠ±ΡΠ΅ΠΊΡΡ, ΠΊΠ°ΠΊ Π°Π²ΡΠΎΠΌΠΎΠ±ΠΈΠ»ΠΈ, Π²Π΅Π»ΠΎΡΠΈΠΏΠ΅Π΄Ρ ΠΈ ΠΆΠΈΠ²ΠΎΡΠ½ΡΠ΅, Π° ΡΠ°ΠΊΠΆΠ΅ Π±ΠΎΠ»Π΅Π΅ ΡΠΏΠ΅ΡΠΈΡΠΈΡΠ΅ΡΠΊΠΈΠ΅ ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΠΈ, ΡΠ°ΠΊΠΈΠ΅ ΠΊΠ°ΠΊ Π·ΠΎΠ½ΡΡ, ΡΡΠΌΠΊΠΈ ΠΈ ΡΠΏΠΎΡΡΠΈΠ²Π½ΡΠΉ ΠΈΠ½Π²Π΅Π½ΡΠ°ΡΡ.
- ΠΠ½Π½ΠΎΡΠ°ΡΠΈΠΈ Π²ΠΊΠ»ΡΡΠ°ΡΡ ΠΎΠ³ΡΠ°Π½ΠΈΡΠΈΡΠ΅Π»ΡΠ½ΡΠ΅ ΡΠ°ΠΌΠΊΠΈ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ², ΠΌΠ°ΡΠΊΠΈ ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ ΠΈ ΠΏΠΎΠ΄ΠΏΠΈΡΠΈ ΠΊ ΠΊΠ°ΠΆΠ΄ΠΎΠΌΡ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΡ.
- LVIS ΠΏΡΠ΅Π΄ΠΎΡΡΠ°Π²Π»ΡΠ΅Ρ ΡΡΠ°Π½Π΄Π°ΡΡΠΈΠ·ΠΈΡΠΎΠ²Π°Π½Π½ΡΠ΅ ΠΌΠ΅ΡΡΠΈΠΊΠΈ ΠΎΡΠ΅Π½ΠΊΠΈ, ΡΠ°ΠΊΠΈΠ΅ ΠΊΠ°ΠΊ ΡΡΠ΅Π΄Π½ΡΡ ΡΠΎΡΠ½ΠΎΡΡΡ (mAP) Π΄Π»Ρ ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΡΠ΅Π΄Π½ΡΡ Π·Π°ΠΏΠΎΠΌΠΈΠ½Π°Π΅ΠΌΠΎΡΡΡ (mAR) Π΄Π»Ρ Π·Π°Π΄Π°Ρ ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ, ΡΡΠΎ Π΄Π΅Π»Π°Π΅Ρ Π΅Π΅ ΠΏΠΎΠ΄Ρ ΠΎΠ΄ΡΡΠ΅ΠΉ Π΄Π»Ρ ΡΡΠ°Π²Π½Π΅Π½ΠΈΡ ΠΏΡΠΎΠΈΠ·Π²ΠΎΠ΄ΠΈΡΠ΅Π»ΡΠ½ΠΎΡΡΠΈ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ.
- Π LVIS ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΡΡΡΡ ΡΠ΅ ΠΆΠ΅ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΡ, ΡΡΠΎ ΠΈ Π² Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ COCO, Π½ΠΎ Ρ ΡΠ°Π·Π½ΡΠΌΠΈ ΡΠ°Π·Π±ΠΈΠ΅Π½ΠΈΡΠΌΠΈ ΠΈ ΡΠ°Π·Π½ΡΠΌΠΈ Π°Π½Π½ΠΎΡΠ°ΡΠΈΡΠΌΠΈ.
Π‘ΡΡΡΠΊΡΡΡΠ° Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ
ΠΠ°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS ΡΠ°Π·Π΄Π΅Π»Π΅Π½ Π½Π° ΡΡΠΈ ΠΏΠΎΠ΄ΠΌΠ½ΠΎΠΆΠ΅ΡΡΠ²Π°:
- ΠΠ±ΡΡΠ΅Π½ΠΈΠ΅: ΠΡΠΎ ΠΏΠΎΠ΄ΠΌΠ½ΠΎΠΆΠ΅ΡΡΠ²ΠΎ ΡΠΎΠ΄Π΅ΡΠΆΠΈΡ 100 ΡΡΡ. ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ Π΄Π»Ρ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ², ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ ΠΈ ΡΠΎΠ·Π΄Π°Π½ΠΈΡ Π½Π°Π΄ΠΏΠΈΡΠ΅ΠΉ.
- Val: ΠΡΠΎ ΠΏΠΎΠ΄ΠΌΠ½ΠΎΠΆΠ΅ΡΡΠ²ΠΎ ΡΠΎΠ΄Π΅ΡΠΆΠΈΡ 20 ΡΡΡ. ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ, ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΠΌΡΡ Π΄Π»Ρ ΠΏΡΠΎΠ²Π΅ΡΠΊΠΈ Π² ΠΏΡΠΎΡΠ΅ΡΡΠ΅ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ ΠΌΠΎΠ΄Π΅Π»ΠΈ.
- Minival: ΠΡΠΎ ΠΏΠΎΠ΄ΠΌΠ½ΠΎΠΆΠ΅ΡΡΠ²ΠΎ Π² ΡΠΎΡΠ½ΠΎΡΡΠΈ ΠΏΠΎΠ²ΡΠΎΡΡΠ΅Ρ Π½Π°Π±ΠΎΡ COCO val2017, ΠΊΠΎΡΠΎΡΡΠΉ ΡΠΎΠ΄Π΅ΡΠΆΠΈΡ 5 ΡΡΡ. ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ, ΠΈΡΠΏΠΎΠ»ΡΠ·ΠΎΠ²Π°Π½Π½ΡΡ Π΄Π»Ρ ΠΏΡΠΎΠ²Π΅ΡΠΊΠΈ Π² ΠΏΡΠΎΡΠ΅ΡΡΠ΅ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ ΠΌΠΎΠ΄Π΅Π»ΠΈ.
- Π’Π΅ΡΡ: ΠΡΠΎ ΠΏΠΎΠ΄ΠΌΠ½ΠΎΠΆΠ΅ΡΡΠ²ΠΎ ΡΠΎΡΡΠΎΠΈΡ ΠΈΠ· 20 ΡΡΡ. ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ, ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΠΌΡΡ Π΄Π»Ρ ΡΠ΅ΡΡΠΈΡΠΎΠ²Π°Π½ΠΈΡ ΠΈ ΠΏΡΠΎΠ²Π΅ΡΠΊΠΈ ΠΎΠ±ΡΡΠ΅Π½Π½ΡΡ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ. ΠΡΡΠΈΠ½Π½ΡΠ΅ Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΈ Π΄Π»Ρ ΡΡΠΎΠ³ΠΎ ΠΏΠΎΠ΄ΠΌΠ½ΠΎΠΆΠ΅ΡΡΠ²Π° Π½Π΅ Π½Π°Ρ ΠΎΠ΄ΡΡΡΡ Π² ΠΎΡΠΊΡΡΡΠΎΠΌ Π΄ΠΎΡΡΡΠΏΠ΅, ΠΈ ΡΠ΅Π·ΡΠ»ΡΡΠ°ΡΡ ΠΏΠ΅ΡΠ΅Π΄Π°ΡΡΡΡ Π½Π° ΡΠ΅ΡΠ²Π΅Ρ ΠΎΡΠ΅Π½ΠΊΠΈ LVIS Π΄Π»Ρ ΠΎΡΠ΅Π½ΠΊΠΈ ΠΏΡΠΎΠΈΠ·Π²ΠΎΠ΄ΠΈΡΠ΅Π»ΡΠ½ΠΎΡΡΠΈ.
ΠΡΠΈΠ»ΠΎΠΆΠ΅Π½ΠΈΡ
ΠΠ°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS ΡΠΈΡΠΎΠΊΠΎ ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΡΡΡ Π΄Π»Ρ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ ΠΈ ΠΎΡΠ΅Π½ΠΊΠΈ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ Π³Π»ΡΠ±ΠΎΠΊΠΎΠ³ΠΎ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ Π² ΠΎΠ±Π»Π°ΡΡΠΈ ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² (ΡΠ°ΠΊΠΈΡ ΠΊΠ°ΠΊ YOLO, Faster R-CNN ΠΈ SSD) ΠΈ ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² (ΡΠ°ΠΊΠΈΡ ΠΊΠ°ΠΊ Mask R-CNN). Π Π°Π·Π½ΠΎΠΎΠ±ΡΠ°Π·Π½ΡΠΉ Π½Π°Π±ΠΎΡ ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΠΉ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ², Π±ΠΎΠ»ΡΡΠΎΠ΅ ΠΊΠΎΠ»ΠΈΡΠ΅ΡΡΠ²ΠΎ Π°Π½Π½ΠΎΡΠΈΡΠΎΠ²Π°Π½Π½ΡΡ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ ΠΈ ΡΡΠ°Π½Π΄Π°ΡΡΠΈΠ·ΠΈΡΠΎΠ²Π°Π½Π½ΡΠ΅ ΠΌΠ΅ΡΡΠΈΠΊΠΈ ΠΎΡΠ΅Π½ΠΊΠΈ Π΄Π΅Π»Π°ΡΡ ΡΡΠΎΡ Π½Π°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ Π²Π°ΠΆΠ½ΡΠΌ ΡΠ΅ΡΡΡΡΠΎΠΌ Π΄Π»Ρ ΠΈΡΡΠ»Π΅Π΄ΠΎΠ²Π°ΡΠ΅Π»Π΅ΠΉ ΠΈ ΠΏΡΠ°ΠΊΡΠΈΠΊΠΎΠ² Π² ΠΎΠ±Π»Π°ΡΡΠΈ ΠΊΠΎΠΌΠΏΡΡΡΠ΅ΡΠ½ΠΎΠ³ΠΎ Π·ΡΠ΅Π½ΠΈΡ.
ΠΠ°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ YAML
ΠΠ»Ρ ΠΎΠΏΡΠ΅Π΄Π΅Π»Π΅Π½ΠΈΡ ΠΊΠΎΠ½ΡΠΈΠ³ΡΡΠ°ΡΠΈΠΈ Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ
ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΡΡΡ ΡΠ°ΠΉΠ» YAML (Yet Another Markup Language). ΠΠ½ ΡΠΎΠ΄Π΅ΡΠΆΠΈΡ ΠΈΠ½ΡΠΎΡΠΌΠ°ΡΠΈΡ ΠΎ ΠΏΡΡΡΡ
, ΠΊΠ»Π°ΡΡΠ°Ρ
ΠΈ Π΄ΡΡΠ³ΡΡ Π½Π΅ΠΎΠ±Ρ
ΠΎΠ΄ΠΈΠΌΡΡ ΠΈΠ½ΡΠΎΡΠΌΠ°ΡΠΈΡ ΠΎ Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ
. Π ΡΠ»ΡΡΠ°Π΅ Ρ Π½Π°Π±ΠΎΡΠΎΠΌ Π΄Π°Π½Π½ΡΡ
LVIS ΡΠ°ΠΉΠ» lvis.yaml
ΡΠ°ΠΉΠ» Ρ
ΡΠ°Π½ΠΈΡΡΡ ΠΏΠΎ Π°Π΄ΡΠ΅ΡΡ https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/datasets/lvis.yaml.
ultralytics/cfg/datasets/lvis.yaml
# Ultralytics YOLO π, AGPL-3.0 license
# LVIS dataset http://www.lvisdataset.org by Facebook AI Research.
# Documentation: https://docs.ultralytics.com/datasets/detect/lvis/
# Example usage: yolo train data=lvis.yaml
# parent
# βββ ultralytics
# βββ datasets
# βββ lvis β downloads here (20.1 GB)
# Train/val/test sets as 1) dir: path/to/imgs, 2) file: path/to/imgs.txt, or 3) list: [path/to/imgs1, path/to/imgs2, ..]
path: ../datasets/lvis # dataset root dir
train: train.txt # train images (relative to 'path') 100170 images
val: val.txt # val images (relative to 'path') 19809 images
minival: minival.txt # minval images (relative to 'path') 5000 images
names:
0: aerosol can/spray can
1: air conditioner
2: airplane/aeroplane
3: alarm clock
4: alcohol/alcoholic beverage
5: alligator/gator
6: almond
7: ambulance
8: amplifier
9: anklet/ankle bracelet
10: antenna/aerial/transmitting aerial
11: apple
12: applesauce
13: apricot
14: apron
15: aquarium/fish tank
16: arctic/arctic type of shoe/galosh/golosh/rubber/rubber type of shoe/gumshoe
17: armband
18: armchair
19: armoire
20: armor/armour
21: artichoke
22: trash can/garbage can/wastebin/dustbin/trash barrel/trash bin
23: ashtray
24: asparagus
25: atomizer/atomiser/spray/sprayer/nebulizer/nebuliser
26: avocado
27: award/accolade
28: awning
29: ax/axe
30: baboon
31: baby buggy/baby carriage/perambulator/pram/stroller
32: basketball backboard
33: backpack/knapsack/packsack/rucksack/haversack
34: handbag/purse/pocketbook
35: suitcase/baggage/luggage
36: bagel/beigel
37: bagpipe
38: baguet/baguette
39: bait/lure
40: ball
41: ballet skirt/tutu
42: balloon
43: bamboo
44: banana
45: Band Aid
46: bandage
47: bandanna/bandana
48: banjo
49: banner/streamer
50: barbell
51: barge
52: barrel/cask
53: barrette
54: barrow/garden cart/lawn cart/wheelbarrow
55: baseball base
56: baseball
57: baseball bat
58: baseball cap/jockey cap/golf cap
59: baseball glove/baseball mitt
60: basket/handbasket
61: basketball
62: bass horn/sousaphone/tuba
63: bat/bat animal
64: bath mat
65: bath towel
66: bathrobe
67: bathtub/bathing tub
68: batter/batter food
69: battery
70: beachball
71: bead
72: bean curd/tofu
73: beanbag
74: beanie/beany
75: bear
76: bed
77: bedpan
78: bedspread/bedcover/bed covering/counterpane/spread
79: cow
80: beef/beef food/boeuf/boeuf food
81: beeper/pager
82: beer bottle
83: beer can
84: beetle
85: bell
86: bell pepper/capsicum
87: belt
88: belt buckle
89: bench
90: beret
91: bib
92: Bible
93: bicycle/bike/bike bicycle
94: visor/vizor
95: billboard
96: binder/ring-binder
97: binoculars/field glasses/opera glasses
98: bird
99: birdfeeder
100: birdbath
101: birdcage
102: birdhouse
103: birthday cake
104: birthday card
105: pirate flag
106: black sheep
107: blackberry
108: blackboard/chalkboard
109: blanket
110: blazer/sport jacket/sport coat/sports jacket/sports coat
111: blender/liquidizer/liquidiser
112: blimp
113: blinker/flasher
114: blouse
115: blueberry
116: gameboard
117: boat/ship/ship boat
118: bob/bobber/bobfloat
119: bobbin/spool/reel
120: bobby pin/hairgrip
121: boiled egg/coddled egg
122: bolo tie/bolo/bola tie/bola
123: deadbolt
124: bolt
125: bonnet
126: book
127: bookcase
128: booklet/brochure/leaflet/pamphlet
129: bookmark/bookmarker
130: boom microphone/microphone boom
131: boot
132: bottle
133: bottle opener
134: bouquet
135: bow/bow weapon
136: bow/bow decorative ribbons
137: bow-tie/bowtie
138: bowl
139: pipe bowl
140: bowler hat/bowler/derby hat/derby/plug hat
141: bowling ball
142: box
143: boxing glove
144: suspenders
145: bracelet/bangle
146: brass plaque
147: brassiere/bra/bandeau
148: bread-bin/breadbox
149: bread
150: breechcloth/breechclout/loincloth
151: bridal gown/wedding gown/wedding dress
152: briefcase
153: broccoli
154: broach
155: broom
156: brownie
157: brussels sprouts
158: bubble gum
159: bucket/pail
160: horse buggy
161: horned cow
162: bulldog
163: bulldozer/dozer
164: bullet train
165: bulletin board/notice board
166: bulletproof vest
167: bullhorn/megaphone
168: bun/roll
169: bunk bed
170: buoy
171: burrito
172: bus/bus vehicle/autobus/charabanc/double-decker/motorbus/motorcoach
173: business card
174: butter
175: butterfly
176: button
177: cab/cab taxi/taxi/taxicab
178: cabana
179: cabin car/caboose
180: cabinet
181: locker/storage locker
182: cake
183: calculator
184: calendar
185: calf
186: camcorder
187: camel
188: camera
189: camera lens
190: camper/camper vehicle/camping bus/motor home
191: can/tin can
192: can opener/tin opener
193: candle/candlestick
194: candle holder
195: candy bar
196: candy cane
197: walking cane
198: canister/canister
199: canoe
200: cantaloup/cantaloupe
201: canteen
202: cap/cap headwear
203: bottle cap/cap/cap container lid
204: cape
205: cappuccino/coffee cappuccino
206: car/car automobile/auto/auto automobile/automobile
207: railcar/railcar part of a train/railway car/railway car part of a train/railroad car/railroad car part of a train
208: elevator car
209: car battery/automobile battery
210: identity card
211: card
212: cardigan
213: cargo ship/cargo vessel
214: carnation
215: horse carriage
216: carrot
217: tote bag
218: cart
219: carton
220: cash register/register/register for cash transactions
221: casserole
222: cassette
223: cast/plaster cast/plaster bandage
224: cat
225: cauliflower
226: cayenne/cayenne spice/cayenne pepper/cayenne pepper spice/red pepper/red pepper spice
227: CD player
228: celery
229: cellular telephone/cellular phone/cellphone/mobile phone/smart phone
230: chain mail/ring mail/chain armor/chain armour/ring armor/ring armour
231: chair
232: chaise longue/chaise/daybed
233: chalice
234: chandelier
235: chap
236: checkbook/chequebook
237: checkerboard
238: cherry
239: chessboard
240: chicken/chicken animal
241: chickpea/garbanzo
242: chili/chili vegetable/chili pepper/chili pepper vegetable/chilli/chilli vegetable/chilly/chilly vegetable/chile/chile vegetable
243: chime/gong
244: chinaware
245: crisp/crisp potato chip/potato chip
246: poker chip
247: chocolate bar
248: chocolate cake
249: chocolate milk
250: chocolate mousse
251: choker/collar/neckband
252: chopping board/cutting board/chopping block
253: chopstick
254: Christmas tree
255: slide
256: cider/cyder
257: cigar box
258: cigarette
259: cigarette case/cigarette pack
260: cistern/water tank
261: clarinet
262: clasp
263: cleansing agent/cleanser/cleaner
264: cleat/cleat for securing rope
265: clementine
266: clip
267: clipboard
268: clippers/clippers for plants
269: cloak
270: clock/timepiece/timekeeper
271: clock tower
272: clothes hamper/laundry basket/clothes basket
273: clothespin/clothes peg
274: clutch bag
275: coaster
276: coat
277: coat hanger/clothes hanger/dress hanger
278: coatrack/hatrack
279: cock/rooster
280: cockroach
281: cocoa/cocoa beverage/hot chocolate/hot chocolate beverage/drinking chocolate
282: coconut/cocoanut
283: coffee maker/coffee machine
284: coffee table/cocktail table
285: coffeepot
286: coil
287: coin
288: colander/cullender
289: coleslaw/slaw
290: coloring material/colouring material
291: combination lock
292: pacifier/teething ring
293: comic book
294: compass
295: computer keyboard/keyboard/keyboard computer
296: condiment
297: cone/traffic cone
298: control/controller
299: convertible/convertible automobile
300: sofa bed
301: cooker
302: cookie/cooky/biscuit/biscuit cookie
303: cooking utensil
304: cooler/cooler for food/ice chest
305: cork/cork bottle plug/bottle cork
306: corkboard
307: corkscrew/bottle screw
308: edible corn/corn/maize
309: cornbread
310: cornet/horn/trumpet
311: cornice/valance/valance board/pelmet
312: cornmeal
313: corset/girdle
314: costume
315: cougar/puma/catamount/mountain lion/panther
316: coverall
317: cowbell
318: cowboy hat/ten-gallon hat
319: crab/crab animal
320: crabmeat
321: cracker
322: crape/crepe/French pancake
323: crate
324: crayon/wax crayon
325: cream pitcher
326: crescent roll/croissant
327: crib/cot
328: crock pot/earthenware jar
329: crossbar
330: crouton
331: crow
332: crowbar/wrecking bar/pry bar
333: crown
334: crucifix
335: cruise ship/cruise liner
336: police cruiser/patrol car/police car/squad car
337: crumb
338: crutch
339: cub/cub animal
340: cube/square block
341: cucumber/cuke
342: cufflink
343: cup
344: trophy cup
345: cupboard/closet
346: cupcake
347: hair curler/hair roller/hair crimper
348: curling iron
349: curtain/drapery
350: cushion
351: cylinder
352: cymbal
353: dagger
354: dalmatian
355: dartboard
356: date/date fruit
357: deck chair/beach chair
358: deer/cervid
359: dental floss/floss
360: desk
361: detergent
362: diaper
363: diary/journal
364: die/dice
365: dinghy/dory/rowboat
366: dining table
367: tux/tuxedo
368: dish
369: dish antenna
370: dishrag/dishcloth
371: dishtowel/tea towel
372: dishwasher/dishwashing machine
373: dishwasher detergent/dishwashing detergent/dishwashing liquid/dishsoap
374: dispenser
375: diving board
376: Dixie cup/paper cup
377: dog
378: dog collar
379: doll
380: dollar/dollar bill/one dollar bill
381: dollhouse/doll's house
382: dolphin
383: domestic ass/donkey
384: doorknob/doorhandle
385: doormat/welcome mat
386: doughnut/donut
387: dove
388: dragonfly
389: drawer
390: underdrawers/boxers/boxershorts
391: dress/frock
392: dress hat/high hat/opera hat/silk hat/top hat
393: dress suit
394: dresser
395: drill
396: drone
397: dropper/eye dropper
398: drum/drum musical instrument
399: drumstick
400: duck
401: duckling
402: duct tape
403: duffel bag/duffle bag/duffel/duffle
404: dumbbell
405: dumpster
406: dustpan
407: eagle
408: earphone/earpiece/headphone
409: earplug
410: earring
411: easel
412: eclair
413: eel
414: egg/eggs
415: egg roll/spring roll
416: egg yolk/yolk/yolk egg
417: eggbeater/eggwhisk
418: eggplant/aubergine
419: electric chair
420: refrigerator
421: elephant
422: elk/moose
423: envelope
424: eraser
425: escargot
426: eyepatch
427: falcon
428: fan
429: faucet/spigot/tap
430: fedora
431: ferret
432: Ferris wheel
433: ferry/ferryboat
434: fig/fig fruit
435: fighter jet/fighter aircraft/attack aircraft
436: figurine
437: file cabinet/filing cabinet
438: file/file tool
439: fire alarm/smoke alarm
440: fire engine/fire truck
441: fire extinguisher/extinguisher
442: fire hose
443: fireplace
444: fireplug/fire hydrant/hydrant
445: first-aid kit
446: fish
447: fish/fish food
448: fishbowl/goldfish bowl
449: fishing rod/fishing pole
450: flag
451: flagpole/flagstaff
452: flamingo
453: flannel
454: flap
455: flash/flashbulb
456: flashlight/torch
457: fleece
458: flip-flop/flip-flop sandal
459: flipper/flipper footwear/fin/fin footwear
460: flower arrangement/floral arrangement
461: flute glass/champagne flute
462: foal
463: folding chair
464: food processor
465: football/football American
466: football helmet
467: footstool/footrest
468: fork
469: forklift
470: freight car
471: French toast
472: freshener/air freshener
473: frisbee
474: frog/toad/toad frog
475: fruit juice
476: frying pan/frypan/skillet
477: fudge
478: funnel
479: futon
480: gag/muzzle
481: garbage
482: garbage truck
483: garden hose
484: gargle/mouthwash
485: gargoyle
486: garlic/ail
487: gasmask/respirator/gas helmet
488: gazelle
489: gelatin/jelly
490: gemstone
491: generator
492: giant panda/panda/panda bear
493: gift wrap
494: ginger/gingerroot
495: giraffe
496: cincture/sash/waistband/waistcloth
497: glass/glass drink container/drinking glass
498: globe
499: glove
500: goat
501: goggles
502: goldfish
503: golf club/golf-club
504: golfcart
505: gondola/gondola boat
506: goose
507: gorilla
508: gourd
509: grape
510: grater
511: gravestone/headstone/tombstone
512: gravy boat/gravy holder
513: green bean
514: green onion/spring onion/scallion
515: griddle
516: grill/grille/grillwork/radiator grille
517: grits/hominy grits
518: grizzly/grizzly bear
519: grocery bag
520: guitar
521: gull/seagull
522: gun
523: hairbrush
524: hairnet
525: hairpin
526: halter top
527: ham/jambon/gammon
528: hamburger/beefburger/burger
529: hammer
530: hammock
531: hamper
532: hamster
533: hair dryer
534: hand glass/hand mirror
535: hand towel/face towel
536: handcart/pushcart/hand truck
537: handcuff
538: handkerchief
539: handle/grip/handgrip
540: handsaw/carpenter's saw
541: hardback book/hardcover book
542: harmonium/organ/organ musical instrument/reed organ/reed organ musical instrument
543: hat
544: hatbox
545: veil
546: headband
547: headboard
548: headlight/headlamp
549: headscarf
550: headset
551: headstall/headstall for horses/headpiece/headpiece for horses
552: heart
553: heater/warmer
554: helicopter
555: helmet
556: heron
557: highchair/feeding chair
558: hinge
559: hippopotamus
560: hockey stick
561: hog/pig
562: home plate/home plate baseball/home base/home base baseball
563: honey
564: fume hood/exhaust hood
565: hook
566: hookah/narghile/nargileh/sheesha/shisha/water pipe
567: hornet
568: horse
569: hose/hosepipe
570: hot-air balloon
571: hotplate
572: hot sauce
573: hourglass
574: houseboat
575: hummingbird
576: hummus/humus/hommos/hoummos/humous
577: polar bear
578: icecream
579: popsicle
580: ice maker
581: ice pack/ice bag
582: ice skate
583: igniter/ignitor/lighter
584: inhaler/inhalator
585: iPod
586: iron/iron for clothing/smoothing iron/smoothing iron for clothing
587: ironing board
588: jacket
589: jam
590: jar
591: jean/blue jean/denim
592: jeep/landrover
593: jelly bean/jelly egg
594: jersey/T-shirt/tee shirt
595: jet plane/jet-propelled plane
596: jewel/gem/precious stone
597: jewelry/jewellery
598: joystick
599: jumpsuit
600: kayak
601: keg
602: kennel/doghouse
603: kettle/boiler
604: key
605: keycard
606: kilt
607: kimono
608: kitchen sink
609: kitchen table
610: kite
611: kitten/kitty
612: kiwi fruit
613: knee pad
614: knife
615: knitting needle
616: knob
617: knocker/knocker on a door/doorknocker
618: koala/koala bear
619: lab coat/laboratory coat
620: ladder
621: ladle
622: ladybug/ladybeetle/ladybird beetle
623: lamb/lamb animal
624: lamb-chop/lambchop
625: lamp
626: lamppost
627: lampshade
628: lantern
629: lanyard/laniard
630: laptop computer/notebook computer
631: lasagna/lasagne
632: latch
633: lawn mower
634: leather
635: legging/legging clothing/leging/leging clothing/leg covering
636: Lego/Lego set
637: legume
638: lemon
639: lemonade
640: lettuce
641: license plate/numberplate
642: life buoy/lifesaver/life belt/life ring
643: life jacket/life vest
644: lightbulb
645: lightning rod/lightning conductor
646: lime
647: limousine
648: lion
649: lip balm
650: liquor/spirits/hard liquor/liqueur/cordial
651: lizard
652: log
653: lollipop
654: speaker/speaker stereo equipment
655: loveseat
656: machine gun
657: magazine
658: magnet
659: mail slot
660: mailbox/mailbox at home/letter box/letter box at home
661: mallard
662: mallet
663: mammoth
664: manatee
665: mandarin orange
666: manager/through
667: manhole
668: map
669: marker
670: martini
671: mascot
672: mashed potato
673: masher
674: mask/facemask
675: mast
676: mat/mat gym equipment/gym mat
677: matchbox
678: mattress
679: measuring cup
680: measuring stick/ruler/ruler measuring stick/measuring rod
681: meatball
682: medicine
683: melon
684: microphone
685: microscope
686: microwave oven
687: milestone/milepost
688: milk
689: milk can
690: milkshake
691: minivan
692: mint candy
693: mirror
694: mitten
695: mixer/mixer kitchen tool/stand mixer
696: money
697: monitor/monitor computer equipment
698: monkey
699: motor
700: motor scooter/scooter
701: motor vehicle/automotive vehicle
702: motorcycle
703: mound/mound baseball/pitcher's mound
704: mouse/mouse computer equipment/computer mouse
705: mousepad
706: muffin
707: mug
708: mushroom
709: music stool/piano stool
710: musical instrument/instrument/instrument musical
711: nailfile
712: napkin/table napkin/serviette
713: neckerchief
714: necklace
715: necktie/tie/tie necktie
716: needle
717: nest
718: newspaper/paper/paper newspaper
719: newsstand
720: nightshirt/nightwear/sleepwear/nightclothes
721: nosebag/nosebag for animals/feedbag
722: noseband/noseband for animals/nosepiece/nosepiece for animals
723: notebook
724: notepad
725: nut
726: nutcracker
727: oar
728: octopus/octopus food
729: octopus/octopus animal
730: oil lamp/kerosene lamp/kerosine lamp
731: olive oil
732: omelet/omelette
733: onion
734: orange/orange fruit
735: orange juice
736: ostrich
737: ottoman/pouf/pouffe/hassock
738: oven
739: overalls/overalls clothing
740: owl
741: packet
742: inkpad/inking pad/stamp pad
743: pad
744: paddle/boat paddle
745: padlock
746: paintbrush
747: painting
748: pajamas/pyjamas
749: palette/pallet
750: pan/pan for cooking/cooking pan
751: pan/pan metal container
752: pancake
753: pantyhose
754: papaya
755: paper plate
756: paper towel
757: paperback book/paper-back book/softback book/soft-cover book
758: paperweight
759: parachute
760: parakeet/parrakeet/parroket/paraquet/paroquet/parroquet
761: parasail/parasail sports
762: parasol/sunshade
763: parchment
764: parka/anorak
765: parking meter
766: parrot
767: passenger car/passenger car part of a train/coach/coach part of a train
768: passenger ship
769: passport
770: pastry
771: patty/patty food
772: pea/pea food
773: peach
774: peanut butter
775: pear
776: peeler/peeler tool for fruit and vegetables
777: wooden leg/pegleg
778: pegboard
779: pelican
780: pen
781: pencil
782: pencil box/pencil case
783: pencil sharpener
784: pendulum
785: penguin
786: pennant
787: penny/penny coin
788: pepper/peppercorn
789: pepper mill/pepper grinder
790: perfume
791: persimmon
792: person/baby/child/boy/girl/man/woman/human
793: pet
794: pew/pew church bench/church bench
795: phonebook/telephone book/telephone directory
796: phonograph record/phonograph recording/record/record phonograph recording
797: piano
798: pickle
799: pickup truck
800: pie
801: pigeon
802: piggy bank/penny bank
803: pillow
804: pin/pin non jewelry
805: pineapple
806: pinecone
807: ping-pong ball
808: pinwheel
809: tobacco pipe
810: pipe/piping
811: pistol/handgun
812: pita/pita bread/pocket bread
813: pitcher/pitcher vessel for liquid/ewer
814: pitchfork
815: pizza
816: place mat
817: plate
818: platter
819: playpen
820: pliers/plyers
821: plow/plow farm equipment/plough/plough farm equipment
822: plume
823: pocket watch
824: pocketknife
825: poker/poker fire stirring tool/stove poker/fire hook
826: pole/post
827: polo shirt/sport shirt
828: poncho
829: pony
830: pool table/billiard table/snooker table
831: pop/pop soda/soda/soda pop/tonic/soft drink
832: postbox/postbox public/mailbox/mailbox public
833: postcard/postal card/mailing-card
834: poster/placard
835: pot
836: flowerpot
837: potato
838: potholder
839: pottery/clayware
840: pouch
841: power shovel/excavator/digger
842: prawn/shrimp
843: pretzel
844: printer/printing machine
845: projectile/projectile weapon/missile
846: projector
847: propeller/propellor
848: prune
849: pudding
850: puffer/puffer fish/pufferfish/blowfish/globefish
851: puffin
852: pug-dog
853: pumpkin
854: puncher
855: puppet/marionette
856: puppy
857: quesadilla
858: quiche
859: quilt/comforter
860: rabbit
861: race car/racing car
862: racket/racquet
863: radar
864: radiator
865: radio receiver/radio set/radio/tuner/tuner radio
866: radish/daikon
867: raft
868: rag doll
869: raincoat/waterproof jacket
870: ram/ram animal
871: raspberry
872: rat
873: razorblade
874: reamer/reamer juicer/juicer/juice reamer
875: rearview mirror
876: receipt
877: recliner/reclining chair/lounger/lounger chair
878: record player/phonograph/phonograph record player/turntable
879: reflector
880: remote control
881: rhinoceros
882: rib/rib food
883: rifle
884: ring
885: river boat
886: road map
887: robe
888: rocking chair
889: rodent
890: roller skate
891: Rollerblade
892: rolling pin
893: root beer
894: router/router computer equipment
895: rubber band/elastic band
896: runner/runner carpet
897: plastic bag/paper bag
898: saddle/saddle on an animal
899: saddle blanket/saddlecloth/horse blanket
900: saddlebag
901: safety pin
902: sail
903: salad
904: salad plate/salad bowl
905: salami
906: salmon/salmon fish
907: salmon/salmon food
908: salsa
909: saltshaker
910: sandal/sandal type of shoe
911: sandwich
912: satchel
913: saucepan
914: saucer
915: sausage
916: sawhorse/sawbuck
917: saxophone
918: scale/scale measuring instrument
919: scarecrow/strawman
920: scarf
921: school bus
922: scissors
923: scoreboard
924: scraper
925: screwdriver
926: scrubbing brush
927: sculpture
928: seabird/seafowl
929: seahorse
930: seaplane/hydroplane
931: seashell
932: sewing machine
933: shaker
934: shampoo
935: shark
936: sharpener
937: Sharpie
938: shaver/shaver electric/electric shaver/electric razor
939: shaving cream/shaving soap
940: shawl
941: shears
942: sheep
943: shepherd dog/sheepdog
944: sherbert/sherbet
945: shield
946: shirt
947: shoe/sneaker/sneaker type of shoe/tennis shoe
948: shopping bag
949: shopping cart
950: short pants/shorts/shorts clothing/trunks/trunks clothing
951: shot glass
952: shoulder bag
953: shovel
954: shower head
955: shower cap
956: shower curtain
957: shredder/shredder for paper
958: signboard
959: silo
960: sink
961: skateboard
962: skewer
963: ski
964: ski boot
965: ski parka/ski jacket
966: ski pole
967: skirt
968: skullcap
969: sled/sledge/sleigh
970: sleeping bag
971: sling/sling bandage/triangular bandage
972: slipper/slipper footwear/carpet slipper/carpet slipper footwear
973: smoothie
974: snake/serpent
975: snowboard
976: snowman
977: snowmobile
978: soap
979: soccer ball
980: sock
981: sofa/couch/lounge
982: softball
983: solar array/solar battery/solar panel
984: sombrero
985: soup
986: soup bowl
987: soupspoon
988: sour cream/soured cream
989: soya milk/soybean milk/soymilk
990: space shuttle
991: sparkler/sparkler fireworks
992: spatula
993: spear/lance
994: spectacles/specs/eyeglasses/glasses
995: spice rack
996: spider
997: crawfish/crayfish
998: sponge
999: spoon
1000: sportswear/athletic wear/activewear
1001: spotlight
1002: squid/squid food/calamari/calamary
1003: squirrel
1004: stagecoach
1005: stapler/stapler stapling machine
1006: starfish/sea star
1007: statue/statue sculpture
1008: steak/steak food
1009: steak knife
1010: steering wheel
1011: stepladder
1012: step stool
1013: stereo/stereo sound system
1014: stew
1015: stirrer
1016: stirrup
1017: stool
1018: stop sign
1019: brake light
1020: stove/kitchen stove/range/range kitchen appliance/kitchen range/cooking stove
1021: strainer
1022: strap
1023: straw/straw for drinking/drinking straw
1024: strawberry
1025: street sign
1026: streetlight/street lamp
1027: string cheese
1028: stylus
1029: subwoofer
1030: sugar bowl
1031: sugarcane/sugarcane plant
1032: suit/suit clothing
1033: sunflower
1034: sunglasses
1035: sunhat
1036: surfboard
1037: sushi
1038: mop
1039: sweat pants
1040: sweatband
1041: sweater
1042: sweatshirt
1043: sweet potato
1044: swimsuit/swimwear/bathing suit/swimming costume/bathing costume/swimming trunks/bathing trunks
1045: sword
1046: syringe
1047: Tabasco sauce
1048: table-tennis table/ping-pong table
1049: table
1050: table lamp
1051: tablecloth
1052: tachometer
1053: taco
1054: tag
1055: taillight/rear light
1056: tambourine
1057: army tank/armored combat vehicle/armoured combat vehicle
1058: tank/tank storage vessel/storage tank
1059: tank top/tank top clothing
1060: tape/tape sticky cloth or paper
1061: tape measure/measuring tape
1062: tapestry
1063: tarp
1064: tartan/plaid
1065: tassel
1066: tea bag
1067: teacup
1068: teakettle
1069: teapot
1070: teddy bear
1071: telephone/phone/telephone set
1072: telephone booth/phone booth/call box/telephone box/telephone kiosk
1073: telephone pole/telegraph pole/telegraph post
1074: telephoto lens/zoom lens
1075: television camera/tv camera
1076: television set/tv/tv set
1077: tennis ball
1078: tennis racket
1079: tequila
1080: thermometer
1081: thermos bottle
1082: thermostat
1083: thimble
1084: thread/yarn
1085: thumbtack/drawing pin/pushpin
1086: tiara
1087: tiger
1088: tights/tights clothing/leotards
1089: timer/stopwatch
1090: tinfoil
1091: tinsel
1092: tissue paper
1093: toast/toast food
1094: toaster
1095: toaster oven
1096: toilet
1097: toilet tissue/toilet paper/bathroom tissue
1098: tomato
1099: tongs
1100: toolbox
1101: toothbrush
1102: toothpaste
1103: toothpick
1104: cover
1105: tortilla
1106: tow truck
1107: towel
1108: towel rack/towel rail/towel bar
1109: toy
1110: tractor/tractor farm equipment
1111: traffic light
1112: dirt bike
1113: trailer truck/tractor trailer/trucking rig/articulated lorry/semi truck
1114: train/train railroad vehicle/railroad train
1115: trampoline
1116: tray
1117: trench coat
1118: triangle/triangle musical instrument
1119: tricycle
1120: tripod
1121: trousers/pants/pants clothing
1122: truck
1123: truffle/truffle chocolate/chocolate truffle
1124: trunk
1125: vat
1126: turban
1127: turkey/turkey food
1128: turnip
1129: turtle
1130: turtleneck/turtleneck clothing/polo-neck
1131: typewriter
1132: umbrella
1133: underwear/underclothes/underclothing/underpants
1134: unicycle
1135: urinal
1136: urn
1137: vacuum cleaner
1138: vase
1139: vending machine
1140: vent/blowhole/air vent
1141: vest/waistcoat
1142: videotape
1143: vinegar
1144: violin/fiddle
1145: vodka
1146: volleyball
1147: vulture
1148: waffle
1149: waffle iron
1150: wagon
1151: wagon wheel
1152: walking stick
1153: wall clock
1154: wall socket/wall plug/electric outlet/electrical outlet/outlet/electric receptacle
1155: wallet/billfold
1156: walrus
1157: wardrobe
1158: washbasin/basin/basin for washing/washbowl/washstand/handbasin
1159: automatic washer/washing machine
1160: watch/wristwatch
1161: water bottle
1162: water cooler
1163: water faucet/water tap/tap/tap water faucet
1164: water heater/hot-water heater
1165: water jug
1166: water gun/squirt gun
1167: water scooter/sea scooter/jet ski
1168: water ski
1169: water tower
1170: watering can
1171: watermelon
1172: weathervane/vane/vane weathervane/wind vane
1173: webcam
1174: wedding cake/bridecake
1175: wedding ring/wedding band
1176: wet suit
1177: wheel
1178: wheelchair
1179: whipped cream
1180: whistle
1181: wig
1182: wind chime
1183: windmill
1184: window box/window box for plants
1185: windshield wiper/windscreen wiper/wiper/wiper for windshield or screen
1186: windsock/air sock/air-sleeve/wind sleeve/wind cone
1187: wine bottle
1188: wine bucket/wine cooler
1189: wineglass
1190: blinder/blinder for horses
1191: wok
1192: wolf
1193: wooden spoon
1194: wreath
1195: wrench/spanner
1196: wristband
1197: wristlet/wrist band
1198: yacht
1199: yogurt/yoghurt/yoghourt
1200: yoke/yoke animal equipment
1201: zebra
1202: zucchini/courgette
# Download script/URL (optional)
download: |
from ultralytics.utils.downloads import download
from pathlib import Path
# Download labels
dir = Path(yaml['path']) # dataset root dir
url = 'https://github.com/ultralytics/assets/releases/download/v0.0.0/'
urls = [url + 'lvis-labels-segments.zip'] # labels
download(urls, dir=dir.parent)
# Download data
urls = ['http://images.cocodataset.org/zips/train2017.zip', # 19G, 118k images
'http://images.cocodataset.org/zips/val2017.zip', # 1G, 5k images
'http://images.cocodataset.org/zips/test2017.zip'] # 7G, 41k images (optional)
download(urls, dir=dir / 'images', threads=3)
ΠΡΠΏΠΎΠ»ΡΠ·ΠΎΠ²Π°Π½ΠΈΠ΅
Π§ΡΠΎΠ±Ρ ΠΎΠ±ΡΡΠΈΡΡ ΠΌΠΎΠ΄Π΅Π»Ρ YOLO11n Π½Π° Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ LVIS Π² ΡΠ΅ΡΠ΅Π½ΠΈΠ΅ 100 ΡΠΏΠΎΡ ΠΏΡΠΈ ΡΠ°Π·ΠΌΠ΅ΡΠ΅ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΡ 640, ΠΌΠΎΠΆΠ½ΠΎ ΠΈΡΠΏΠΎΠ»ΡΠ·ΠΎΠ²Π°ΡΡ ΡΠ»Π΅Π΄ΡΡΡΠΈΠ΅ ΡΡΠ°Π³ΠΌΠ΅Π½ΡΡ ΠΊΠΎΠ΄Π°. ΠΠΎΠ»Π½ΡΠΉ ΡΠΏΠΈΡΠΎΠΊ Π΄ΠΎΡΡΡΠΏΠ½ΡΡ Π°ΡΠ³ΡΠΌΠ΅Π½ΡΠΎΠ² ΡΠΌ. Π½Π° ΡΡΡΠ°Π½ΠΈΡΠ΅ "ΠΠ±ΡΡΠ΅Π½ΠΈΠ΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ".
ΠΡΠΈΠΌΠ΅Ρ ΠΏΠΎΠ΅Π·Π΄Π°
ΠΠ±ΡΠ°Π·ΡΡ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ ΠΈ Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΉ
ΠΠ°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS ΡΠΎΠ΄Π΅ΡΠΆΠΈΡ ΡΠ°Π·Π½ΠΎΠΎΠ±ΡΠ°Π·Π½ΡΠ΅ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΡ Ρ ΡΠ°Π·Π»ΠΈΡΠ½ΡΠΌΠΈ ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΡΠΌΠΈ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΠ»ΠΎΠΆΠ½ΡΠΌΠΈ ΡΡΠ΅Π½Π°ΠΌΠΈ. ΠΠΈΠΆΠ΅ ΠΏΡΠΈΠ²Π΅Π΄Π΅Π½Ρ ΠΏΡΠΈΠΌΠ΅ΡΡ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ ΠΈΠ· ΡΡΠΎΠ³ΠΎ Π½Π°Π±ΠΎΡΠ° Ρ ΡΠΎΠΎΡΠ²Π΅ΡΡΡΠ²ΡΡΡΠΈΠΌΠΈ Π°Π½Π½ΠΎΡΠ°ΡΠΈΡΠΌΠΈ:
- ΠΠΎΠ·Π°ΠΈΡΠ½ΠΎΠ΅ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠ΅: ΠΡΠΎ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠ΅ Π΄Π΅ΠΌΠΎΠ½ΡΡΡΠΈΡΡΠ΅Ρ ΠΎΠ±ΡΡΠ°ΡΡΡΡ ΠΏΠ°ΡΡΠΈΡ, ΡΠΎΡΡΠΎΡΡΡΡ ΠΈΠ· ΠΌΠΎΠ·Π°ΠΈΡΠ½ΡΡ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ . ΠΠΎΠ·Π°ΠΈΠΊΠ° - ΡΡΠΎ ΡΠ΅Ρ Π½ΠΈΠΊΠ°, ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΠΌΠ°Ρ Π² ΠΏΡΠΎΡΠ΅ΡΡΠ΅ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ, ΠΊΠΎΡΠΎΡΠ°Ρ ΠΎΠ±ΡΠ΅Π΄ΠΈΠ½ΡΠ΅Ρ Π½Π΅ΡΠΊΠΎΠ»ΡΠΊΠΎ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ Π² ΠΎΠ΄Π½ΠΎ, ΡΡΠΎΠ±Ρ ΡΠ²Π΅Π»ΠΈΡΠΈΡΡ ΡΠ°Π·Π½ΠΎΠΎΠ±ΡΠ°Π·ΠΈΠ΅ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΡΠ΅Π½ Π² ΠΊΠ°ΠΆΠ΄ΠΎΠΉ ΠΎΠ±ΡΡΠ°ΡΡΠ΅ΠΉ ΠΏΠ°ΡΡΠΈΠΈ. ΠΡΠΎ ΠΏΠΎΠΌΠΎΠ³Π°Π΅Ρ ΡΠ»ΡΡΡΠΈΡΡ ΡΠΏΠΎΡΠΎΠ±Π½ΠΎΡΡΡ ΠΌΠΎΠ΄Π΅Π»ΠΈ ΠΊ ΠΎΠ±ΠΎΠ±ΡΠ΅Π½ΠΈΡ Π΄Π»Ρ ΡΠ°Π·Π»ΠΈΡΠ½ΡΡ ΡΠ°Π·ΠΌΠ΅ΡΠΎΠ² ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ², ΡΠΎΠΎΡΠ½ΠΎΡΠ΅Π½ΠΈΡ ΡΡΠΎΡΠΎΠ½ ΠΈ ΠΊΠΎΠ½ΡΠ΅ΠΊΡΡΠ°.
ΠΡΠΎΡ ΠΏΡΠΈΠΌΠ΅Ρ Π΄Π΅ΠΌΠΎΠ½ΡΡΡΠΈΡΡΠ΅Ρ ΡΠ°Π·Π½ΠΎΠΎΠ±ΡΠ°Π·ΠΈΠ΅ ΠΈ ΡΠ»ΠΎΠΆΠ½ΠΎΡΡΡ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ Π² Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ LVIS ΠΈ ΠΏΡΠ΅ΠΈΠΌΡΡΠ΅ΡΡΠ²Π° ΠΈΡΠΏΠΎΠ»ΡΠ·ΠΎΠ²Π°Π½ΠΈΡ ΠΌΠΎΠ·Π°ΠΈΠΊΠΈ Π² ΠΏΡΠΎΡΠ΅ΡΡΠ΅ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ.
Π¦ΠΈΡΠ°ΡΡ ΠΈ Π±Π»Π°Π³ΠΎΠ΄Π°ΡΠ½ΠΎΡΡΠΈ
ΠΡΠ»ΠΈ Π²Ρ ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΡΠ΅ Π½Π°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS Π² ΡΠ²ΠΎΠΈΡ ΠΈΡΡΠ»Π΅Π΄ΠΎΠ²Π°Π½ΠΈΡΡ ΠΈΠ»ΠΈ ΡΠ°Π·ΡΠ°Π±ΠΎΡΠΊΠ°Ρ , ΠΏΠΎΠΆΠ°Π»ΡΠΉΡΡΠ°, ΡΡΡΠ»Π°ΠΉΡΠ΅ΡΡ Π½Π° ΡΠ»Π΅Π΄ΡΡΡΠΈΠΉ Π΄ΠΎΠΊΡΠΌΠ΅Π½Ρ:
ΠΡ Ρ ΠΎΡΠ΅Π»ΠΈ Π±Ρ Π²ΡΡΠ°Π·ΠΈΡΡ Π±Π»Π°Π³ΠΎΠ΄Π°ΡΠ½ΠΎΡΡΡ ΠΊΠΎΠ½ΡΠΎΡΡΠΈΡΠΌΡ LVIS Π·Π° ΡΠΎΠ·Π΄Π°Π½ΠΈΠ΅ ΠΈ ΠΏΠΎΠ΄Π΄Π΅ΡΠΆΠΊΡ ΡΡΠΎΠ³ΠΎ ΡΠ΅Π½Π½ΠΎΠ³ΠΎ ΡΠ΅ΡΡΡΡΠ° Π΄Π»Ρ ΡΠΎΠΎΠ±ΡΠ΅ΡΡΠ²Π° ΠΊΠΎΠΌΠΏΡΡΡΠ΅ΡΠ½ΠΎΠ³ΠΎ Π·ΡΠ΅Π½ΠΈΡ. ΠΠΎΠΏΠΎΠ»Π½ΠΈΡΠ΅Π»ΡΠ½ΡΡ ΠΈΠ½ΡΠΎΡΠΌΠ°ΡΠΈΡ ΠΎ Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ LVIS ΠΈ Π΅Π³ΠΎ ΡΠΎΠ·Π΄Π°ΡΠ΅Π»ΡΡ ΠΌΠΎΠΆΠ½ΠΎ Π½Π°ΠΉΡΠΈ Π½Π° ΡΠ°ΠΉΡΠ΅ Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ LVIS.
Π§ΠΠ‘Π’Π ΠΠΠΠΠΠΠΠΠ«Π ΠΠΠΠ ΠΠ‘Π«
Π§ΡΠΎ ΡΠ°ΠΊΠΎΠ΅ Π½Π°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS ΠΈ ΠΊΠ°ΠΊ ΠΎΠ½ ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΡΡΡ Π² ΠΊΠΎΠΌΠΏΡΡΡΠ΅ΡΠ½ΠΎΠΌ Π·ΡΠ΅Π½ΠΈΠΈ?
ΠΠ°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS - ΡΡΠΎ ΠΊΡΡΠΏΠ½ΠΎΠΌΠ°ΡΡΡΠ°Π±Π½ΡΠΉ Π½Π°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ Ρ ΡΠΎΡΠ½ΡΠΌΠΈ Π°Π½Π½ΠΎΡΠ°ΡΠΈΡΠΌΠΈ Π½Π° ΡΡΠΎΠ²Π½Π΅ ΡΠ»ΠΎΠ²Π°ΡΡ, ΡΠ°Π·ΡΠ°Π±ΠΎΡΠ°Π½Π½ΡΠΉ Facebook AI Research (FAIR). ΠΠ½ ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΡΡΡ Π² ΠΎΡΠ½ΠΎΠ²Π½ΠΎΠΌ Π΄Π»Ρ ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ ΡΠΊΠ·Π΅ΠΌΠΏΠ»ΡΡΠΎΠ², ΡΠΎΠ΄Π΅ΡΠΆΠΈΡ Π±ΠΎΠ»Π΅Π΅ 1203 ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΠΉ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ 2 ΠΌΠΈΠ»Π»ΠΈΠΎΠ½Π° Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΉ ΡΠΊΠ·Π΅ΠΌΠΏΠ»ΡΡΠΎΠ². ΠΡΡΠ»Π΅Π΄ΠΎΠ²Π°ΡΠ΅Π»ΠΈ ΠΈ ΠΏΡΠ°ΠΊΡΠΈΠΊΠΈ ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΡΡ Π΅Π³ΠΎ Π΄Π»Ρ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ ΠΈ Π±Π΅Π½ΡΠΌΠ°ΡΠΊΠΈΠ½Π³Π° ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ, ΡΠ°ΠΊΠΈΡ ΠΊΠ°ΠΊ Ultralytics YOLO , Π΄Π»Ρ ΡΠ΅ΡΠ΅Π½ΠΈΡ ΡΠ»ΠΎΠΆΠ½ΡΡ Π·Π°Π΄Π°Ρ ΠΊΠΎΠΌΠΏΡΡΡΠ΅ΡΠ½ΠΎΠ³ΠΎ Π·ΡΠ΅Π½ΠΈΡ. ΠΠ±ΡΠΈΡΠ½ΡΠΉ ΡΠ°Π·ΠΌΠ΅Ρ ΠΈ ΡΠ°Π·Π½ΠΎΠΎΠ±ΡΠ°Π·ΠΈΠ΅ Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ Π΄Π΅Π»Π°ΡΡ Π΅Π³ΠΎ Π²Π°ΠΆΠ½ΡΠΌ ΡΠ΅ΡΡΡΡΠΎΠΌ Π΄Π»Ρ ΡΠ°ΡΡΠΈΡΠ΅Π½ΠΈΡ Π³ΡΠ°Π½ΠΈΡ ΠΏΡΠΎΠΈΠ·Π²ΠΎΠ΄ΠΈΡΠ΅Π»ΡΠ½ΠΎΡΡΠΈ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ Π² ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΠΈ ΠΈ ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ.
ΠΠ°ΠΊ ΠΎΠ±ΡΡΠΈΡΡ ΠΌΠΎΠ΄Π΅Π»Ρ YOLO11n Ρ ΠΏΠΎΠΌΠΎΡΡΡ Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ LVIS?
Π§ΡΠΎΠ±Ρ ΠΎΠ±ΡΡΠΈΡΡ ΠΌΠΎΠ΄Π΅Π»Ρ YOLO11n Π½Π° Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ LVIS Π² ΡΠ΅ΡΠ΅Π½ΠΈΠ΅ 100 ΡΠΏΠΎΡ ΠΏΡΠΈ ΡΠ°Π·ΠΌΠ΅ΡΠ΅ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΡ 640, ΡΠ»Π΅Π΄ΡΠΉΡΠ΅ ΠΏΡΠΈΠ²Π΅Π΄Π΅Π½Π½ΠΎΠΌΡ Π½ΠΈΠΆΠ΅ ΠΏΡΠΈΠΌΠ΅ΡΡ. Π ΡΡΠΎΠΌ ΠΏΡΠΎΡΠ΅ΡΡΠ΅ ΠΈΡΠΏΠΎΠ»ΡΠ·ΡΠ΅ΡΡΡ ΡΡΠ΅ΠΉΠΌΠ²ΠΎΡΠΊ Ultralytics', ΠΊΠΎΡΠΎΡΡΠΉ ΠΏΡΠ΅Π΄Π»Π°Π³Π°Π΅Ρ ΡΠΈΡΠΎΠΊΠΈΠ΅ Π²ΠΎΠ·ΠΌΠΎΠΆΠ½ΠΎΡΡΠΈ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ.
ΠΡΠΈΠΌΠ΅Ρ ΠΏΠΎΠ΅Π·Π΄Π°
ΠΠΎΠ΄ΡΠΎΠ±Π½ΡΡ ΠΈΠ½ΡΠΎΡΠΌΠ°ΡΠΈΡ ΠΎ ΠΊΠΎΠ½ΡΠΈΠ³ΡΡΠ°ΡΠΈΠΈ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ ΡΠΌ. Π² Π΄ΠΎΠΊΡΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ ΠΏΠΎ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ.
Π§Π΅ΠΌ Π½Π°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS ΠΎΡΠ»ΠΈΡΠ°Π΅ΡΡΡ ΠΎΡ Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ COCO?
ΠΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΡ Π² Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ LVIS ΡΠ΅ ΠΆΠ΅, ΡΡΠΎ ΠΈ Π² Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ COCO, Π½ΠΎ ΠΎΠ½ΠΈ ΡΠ°Π·Π»ΠΈΡΠ°ΡΡΡΡ ΠΏΠΎ ΡΠ°Π·Π±ΠΈΠ΅Π½ΠΈΡ ΠΈ Π°Π½Π½ΠΎΡΠ°ΡΠΈΡΠΌ. LVIS ΠΏΡΠ΅Π΄ΠΎΡΡΠ°Π²Π»ΡΠ΅Ρ Π±ΠΎΠ»Π΅Π΅ ΠΎΠ±ΡΠΈΡΠ½ΡΠΉ ΠΈ ΠΏΠΎΠ΄ΡΠΎΠ±Π½ΡΠΉ ΡΠ»ΠΎΠ²Π°ΡΡ Ρ 1203 ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΡΠΌΠΈ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΏΠΎ ΡΡΠ°Π²Π½Π΅Π½ΠΈΡ Ρ 80 ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΡΠΌΠΈ COCO. ΠΡΠΎΠΌΠ΅ ΡΠΎΠ³ΠΎ, LVIS ΡΠ΄Π΅Π»ΡΠ΅Ρ ΠΎΡΠΎΠ±ΠΎΠ΅ Π²Π½ΠΈΠΌΠ°Π½ΠΈΠ΅ ΠΏΠΎΠ»Π½ΠΎΡΠ΅ ΠΈ ΡΠ°Π·Π½ΠΎΠΎΠ±ΡΠ°Π·ΠΈΡ Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΉ, ΡΡΡΠ΅ΠΌΡΡΡ ΡΠ°ΡΡΠΈΡΠΈΡΡ Π³ΡΠ°Π½ΠΈΡΡ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΠ΅Π³ΠΌΠ΅Π½ΡΠ°ΡΠΈΠΈ ΡΠΊΠ·Π΅ΠΌΠΏΠ»ΡΡΠΎΠ² Π·Π° ΡΡΠ΅Ρ ΠΏΡΠ΅Π΄ΠΎΡΡΠ°Π²Π»Π΅Π½ΠΈΡ Π±ΠΎΠ»Π΅Π΅ ΡΠΎΠ½ΠΊΠΈΡ ΠΈ ΠΏΠΎΠ»Π½ΡΡ Π΄Π°Π½Π½ΡΡ .
ΠΠΎΡΠ΅ΠΌΡ ΡΠ»Π΅Π΄ΡΠ΅Ρ ΠΈΡΠΏΠΎΠ»ΡΠ·ΠΎΠ²Π°ΡΡ Ultralytics YOLO Π΄Π»Ρ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ Π½Π° Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ LVIS?
Ultralytics YOLO ΠΠΎΠ΄Π΅Π»ΠΈ, Π²ΠΊΠ»ΡΡΠ°Ρ Π½ΠΎΠ²Π΅ΠΉΡΡΡ YOLO11, ΠΎΠΏΡΠΈΠΌΠΈΠ·ΠΈΡΠΎΠ²Π°Π½Ρ Π΄Π»Ρ ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² Π² ΡΠ΅Π°Π»ΡΠ½ΠΎΠΌ Π²ΡΠ΅ΠΌΠ΅Π½ΠΈ Ρ ΡΠ°ΠΌΠΎΠΉ Π²ΡΡΠΎΠΊΠΎΠΉ ΡΠΎΡΠ½ΠΎΡΡΡΡ ΠΈ ΡΠΊΠΎΡΠΎΡΡΡΡ. ΠΠ½ΠΈ ΠΏΠΎΠ΄Π΄Π΅ΡΠΆΠΈΠ²Π°ΡΡ ΡΠΈΡΠΎΠΊΠΈΠΉ ΡΠΏΠ΅ΠΊΡΡ Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΉ, ΡΠ°ΠΊΠΈΡ ΠΊΠ°ΠΊ ΡΠΎΠ½ΠΊΠΈΠ΅ Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΈ, ΠΏΡΠ΅Π΄ΠΎΡΡΠ°Π²Π»ΡΠ΅ΠΌΡΠ΅ Π½Π°Π±ΠΎΡΠΎΠΌ Π΄Π°Π½Π½ΡΡ LVIS, ΡΡΠΎ Π΄Π΅Π»Π°Π΅Ρ ΠΈΡ ΠΈΠ΄Π΅Π°Π»ΡΠ½ΡΠΌΠΈ Π΄Π»Ρ ΠΏΠ΅ΡΠ΅Π΄ΠΎΠ²ΡΡ ΠΏΡΠΈΠ»ΠΎΠΆΠ΅Π½ΠΈΠΉ ΠΊΠΎΠΌΠΏΡΡΡΠ΅ΡΠ½ΠΎΠ³ΠΎ Π·ΡΠ΅Π½ΠΈΡ. ΠΡΠΎΠΌΠ΅ ΡΠΎΠ³ΠΎ, Ultralytics ΠΏΡΠ΅Π΄Π»Π°Π³Π°Π΅Ρ ΠΏΡΠΎΡΡΡΡ ΠΈΠ½ΡΠ΅Π³ΡΠ°ΡΠΈΡ Ρ ΡΠ°Π·Π»ΠΈΡΠ½ΡΠΌΠΈ ΡΠ΅ΠΆΠΈΠΌΠ°ΠΌΠΈ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ, ΠΏΡΠΎΠ²Π΅ΡΠΊΠΈ ΠΈ ΠΏΡΠΎΠ³Π½ΠΎΠ·ΠΈΡΠΎΠ²Π°Π½ΠΈΡ, ΠΎΠ±Π΅ΡΠΏΠ΅ΡΠΈΠ²Π°Ρ ΡΡΡΠ΅ΠΊΡΠΈΠ²Π½ΡΡ ΡΠ°Π·ΡΠ°Π±ΠΎΡΠΊΡ ΠΈ ΡΠ°Π·Π²Π΅ΡΡΡΠ²Π°Π½ΠΈΠ΅ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ.
ΠΠΎΠ³Ρ Π»ΠΈ Ρ ΡΠ²ΠΈΠ΄Π΅ΡΡ ΠΏΡΠΈΠΌΠ΅ΡΡ Π°Π½Π½ΠΎΡΠ°ΡΠΈΠΉ ΠΈΠ· Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ LVIS?
ΠΠ°, Π½Π°Π±ΠΎΡ Π΄Π°Π½Π½ΡΡ LVIS Π²ΠΊΠ»ΡΡΠ°Π΅Ρ Π² ΡΠ΅Π±Ρ ΠΌΠ½ΠΎΠΆΠ΅ΡΡΠ²ΠΎ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ Ρ ΡΠ°Π·Π»ΠΈΡΠ½ΡΠΌΠΈ ΠΊΠ°ΡΠ΅Π³ΠΎΡΠΈΡΠΌΠΈ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΠ»ΠΎΠΆΠ½ΡΠΌΠΈ ΡΡΠ΅Π½Π°ΠΌΠΈ. ΠΠΈΠΆΠ΅ ΠΏΡΠΈΠ²Π΅Π΄Π΅Π½ ΠΏΡΠΈΠΌΠ΅Ρ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΡ Ρ Π°Π½Π½ΠΎΡΠ°ΡΠΈΡΠΌΠΈ:
ΠΡΠΎ ΠΌΠΎΠ·Π°ΠΈΡΠ½ΠΎΠ΅ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠ΅ Π΄Π΅ΠΌΠΎΠ½ΡΡΡΠΈΡΡΠ΅Ρ ΠΎΠ±ΡΡΠ°ΡΡΡΡ ΠΏΠ°ΡΡΠΈΡ, ΡΠΎΡΡΠΎΡΡΡΡ ΠΈΠ· Π½Π΅ΡΠΊΠΎΠ»ΡΠΊΠΈΡ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ ΠΈΠ· Π½Π°Π±ΠΎΡΠ° Π΄Π°Π½Π½ΡΡ , ΠΎΠ±ΡΠ΅Π΄ΠΈΠ½Π΅Π½Π½ΡΡ Π² ΠΎΠ΄Π½ΠΎ. ΠΠΎΠ·Π°ΠΈΡΠ½ΠΎΠ΅ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠ΅ ΡΠ²Π΅Π»ΠΈΡΠΈΠ²Π°Π΅Ρ ΡΠ°Π·Π½ΠΎΠΎΠ±ΡΠ°Π·ΠΈΠ΅ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΡΠ΅Π½ Π² ΠΊΠ°ΠΆΠ΄ΠΎΠΉ ΠΎΠ±ΡΡΠ°ΡΡΠ΅ΠΉ ΠΏΠ°ΡΡΠΈΠΈ, ΠΏΠΎΠ²ΡΡΠ°Ρ ΡΠΏΠΎΡΠΎΠ±Π½ΠΎΡΡΡ ΠΌΠΎΠ΄Π΅Π»ΠΈ ΠΊ ΠΎΠ±ΠΎΠ±ΡΠ΅Π½ΠΈΡ Π² ΡΠ°Π·Π»ΠΈΡΠ½ΡΡ ΠΊΠΎΠ½ΡΠ΅ΠΊΡΡΠ°Ρ . ΠΠ»Ρ ΠΏΠΎΠ»ΡΡΠ΅Π½ΠΈΡ Π±ΠΎΠ»Π΅Π΅ ΠΏΠΎΠ΄ΡΠΎΠ±Π½ΠΎΠΉ ΠΈΠ½ΡΠΎΡΠΌΠ°ΡΠΈΠΈ ΠΎ Π½Π°Π±ΠΎΡΠ΅ Π΄Π°Π½Π½ΡΡ LVIS ΠΈΠ·ΡΡΠΈΡΠ΅ Π΄ΠΎΠΊΡΠΌΠ΅Π½ΡΠ°ΡΠΈΡ ΠΏΠΎ Π½Π°Π±ΠΎΡΡ Π΄Π°Π½Π½ΡΡ LVIS.