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harmonica performance, a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange shirt is sitting on the couch with his hands in his mouth, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch |
harmonica performance, a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth |
harmonica performance, a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is sitting on the couch with his hands in his mouth, then a man in an orange t - shirt is holding his hand to his mouth |
harmonica performance, a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is sitting on the couch with his hands in his mouth, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange t - shirt is holding his hand to his mouth |
harmonica performance, a man in an orange shirt is sitting on the couch with his hands in his mouth, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange shirt is holding his hand to his mouth while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth |
harmonica performance, a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange shirt is holding his hand to his mouth while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange t - shirt is holding his hand to his mouth |
harmonica performance, a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange t - shirt is holding his hand to his mouth |
harmonica performance, a man in an orange shirt and hat is holding his hand to his mouth, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth |
harmonica performance, a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch |
harmonica performance, a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth |
harmonica performance, a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch |
harmonica performance, making ceramic craft, a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man in an orange t - shirt is holding his hand to his mouth, then a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man is making a pottery vase on a potter's wheel |
harmonica performance, making ceramic craft, a man in an orange shirt is holding his hands to his face while sitting on a couch, then a man is making a pottery vase on a potter's wheel |
making ceramic craft, a man is making a pottery vase on a potter's wheel |
making ceramic craft, a man is making a pottery vase on a potter's wheel |
making ceramic craft, a man is making a pottery vase on a potter's wheel |
making ceramic craft, a man is making a pottery vase on a potter's wheel |
making ceramic craft, a man is making a pottery vase on a potter's wheel |
making ceramic craft, a man is making a pottery vase on a potter's wheel |
making ceramic craft, a man is making a pottery vase on a potter's wheel, then a person is making a pottery vase on a potter's wheel, then a man is using a pottery wheel to make a pottery vase |
making ceramic craft, a man is making a pottery vase on a potter's wheel, then a person is making a pottery vase on a potter's wheel, then a man is using a pottery wheel to make a pottery vase, then a man is making a pottery vase on a potter's wheel |
making ceramic craft, a person is making a pottery vase on a potter's wheel, then a man is using a pottery wheel to make a pottery vase, then a man is making a pottery vase on a potter's wheel, then a person on a potter's wheel making a pot on a potter's wheel |
making ceramic craft, a man is making a pottery vase on a potter's wheel, then a person on a potter's wheel making a pot on a potter's wheel |
making ceramic craft, badminton, a man is making a pottery vase on a potter's wheel, then a person on a potter's wheel making a pot on a potter's wheel, then a group of people playing badminton in an indoor gymnasium |
making ceramic craft, badminton, a person on a potter's wheel making a pot on a potter's wheel, then a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium, then a group of men playing badminton in an indoor gymnasium, then a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium, then a group of men playing badminton in an indoor gymnasium, then a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium, then a group of men playing badminton in an indoor gymnasium, then a group of people playing badminton in an indoor gymnasium |
badminton, a group of people playing badminton in an indoor gymnasium, then a group of men playing badminton in an indoor gymnasium, then a group of people playing badminton in an indoor gymnasium |
badminton, a group of men playing badminton in an indoor gymnasium, then a group of people playing badminton in an indoor gymnasium |
badminton, making cake, a group of people playing badminton in an indoor gymnasium, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it |
badminton, making cake, a group of people playing badminton in an indoor gymnasium, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it |
making cake, a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it |
making cake, a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it |
making cake, a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it |
making cake, a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of two women on it, then a person is cutting a cake with a picture of barbie on it |
making cake, a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of a woman on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of two women on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of two women on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of barbie on it |
making cake, a person is cutting a cake with a picture of two women on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of two women on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of barbie on it, then a birthday cake with a picture of barbie and diana on it, then a person is cutting a cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of barbie on it |
making cake, a person is cutting a cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of barbie on it, then a birthday cake with a picture of barbie and diana on it, then a person is cutting a cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of barbie on it |
making cake, a person is cutting a birthday cake with a picture of barbie on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of barbie on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of barbie on it |
making cake, a person is cutting a birthday cake with a picture of barbie on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of barbie on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of barbie on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of barbie on it |
making cake, a person is cutting a cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of barbie on it, then a person is cutting a cake with a picture of barbie on it, then a person is cutting a cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of two girls on it, then a person is cutting a cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of barbie on it |
making cake, boxing, a person is cutting a cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of barbie on it, then a person is cutting a birthday cake with a picture of two girls on it, then a person is cutting a cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of barbie on it, then a man in a red shirt is running on the grass with the words sprint on the go, then two men playing frisbee in a field with the words sprint on the go |
making cake, boxing, a person is cutting a birthday cake with a picture of two girls on it, then a person is cutting a birthday cake with a picture of barbie on it, then a man in a red shirt is running on the grass with the words sprint on the go, then two men playing frisbee in a field with the words sprint on the go, then a man in a red shirt is holding a frisbee in the grass, then two men in red shirts and black pants are playing baseball in the grass, then two men in red shirts and black shorts are playing with boxing mitts, then two men in red shirts and black shorts are practicing boxing in the grass |
boxing, a man in a red shirt is running on the grass with the words sprint on the go, then two men playing frisbee in a field with the words sprint on the go, then a man in a red shirt is holding a frisbee in the grass, then two men in red shirts and black pants are playing baseball in the grass, then two men in red shirts and black shorts are playing with boxing mitts, then two men in red shirts and black shorts are practicing boxing in the grass, then two men in black shorts and red shirts are practicing boxing in the grass, then two men in red shirts and black shorts are practicing boxing in the grass, then a man in red shirt and black shorts is training with a man in red shirt and black shorts |
boxing, two men in red shirts and black shorts are playing with boxing mitts, then two men in red shirts and black shorts are practicing boxing in the grass, then two men in black shorts and red shirts are practicing boxing in the grass, then two men in red shirts and black shorts are practicing boxing in the grass, then a man in red shirt and black shorts is training with a man in red shirt and black shorts, then two men in red shirts and black shorts are practicing boxing in the grass, then two men in red shirts and black shorts are practicing boxing in the park, then two men in red shirts and black shorts are practicing boxing in the grass |
boxing, two men in red shirts and black shorts are practicing boxing in the grass, then a man in red shirt and black shorts is training with a man in red shirt and black shorts, then two men in red shirts and black shorts are practicing boxing in the grass, then two men in red shirts and black shorts are practicing boxing in the park, then two men in red shirts and black shorts are practicing boxing in the grass |
boxing, two men in red shirts and black shorts are practicing boxing in the park, then two men in red shirts and black shorts are practicing boxing in the grass |
boxing, two men in red shirts and black shorts are practicing boxing in the grass |
boxing, two men in red shirts and black shorts are practicing boxing in the grass |
boxing, two men in red shirts and black shorts are practicing boxing in the grass |
boxing, two men in red shirts and black shorts are practicing boxing in the grass |
boxing, two men in red shirts and black shorts are practicing boxing in the grass |
boxing, two men in red shirts and black shorts are practicing boxing in the grass, then two men in red shirts and black shorts are playing with a red ball, then two men in red shirts and black shorts are playing soccer on a field |
boxing, two men in red shirts and black shorts are practicing boxing in the grass, then two men in red shirts and black shorts are playing with a red ball, then two men in red shirts and black shorts are playing soccer on a field, then a man in a red shirt and black shorts is standing next to another man in a red shirt and black shorts, then a man in a red shirt and black shorts is running in the grass, then a man in a red shirt and black shorts is playing with a frisbee, then a man in a red shirt and black shorts is standing in the grass |
boxing, guitar performance, two men in red shirts and black shorts are playing with a red ball, then two men in red shirts and black shorts are playing soccer on a field, then a man in a red shirt and black shorts is standing next to another man in a red shirt and black shorts, then a man in a red shirt and black shorts is running in the grass, then a man in a red shirt and black shorts is playing with a frisbee, then a man in a red shirt and black shorts is standing in the grass, then a man is playing an acoustic guitar in front of an oriental painting |
boxing, guitar performance, a man in a red shirt and black shorts is playing with a frisbee, then a man in a red shirt and black shorts is standing in the grass, then a man is playing an acoustic guitar in front of an oriental painting |
guitar performance, a man is playing an acoustic guitar in front of an oriental painting, then an asian man playing an acoustic guitar in front of a wall painting, then a man is playing an acoustic guitar in front of an oriental painting, then an asian man playing an acoustic guitar in front of a wall painting |
guitar performance, a man is playing an acoustic guitar in front of an oriental painting, then an asian man playing an acoustic guitar in front of a wall painting, then a man is playing an acoustic guitar in front of an oriental painting, then an asian man playing an acoustic guitar in front of a wall painting, then a man is playing an acoustic guitar in front of an oriental painting, then a man is playing an acoustic guitar in front of a picture of a guitar, then an asian man playing an acoustic guitar in front of a white wall |
guitar performance, a man is playing an acoustic guitar in front of an oriental painting, then an asian man playing an acoustic guitar in front of a wall painting, then a man is playing an acoustic guitar in front of an oriental painting, then a man is playing an acoustic guitar in front of a picture of a guitar, then an asian man playing an acoustic guitar in front of a white wall, then an asian man playing an acoustic guitar in front of an asian painting, then a man is playing an acoustic guitar in front of an asian painting, then a man is playing an acoustic guitar in front of a picture of a guitar |
guitar performance, a man is playing an acoustic guitar in front of a picture of a guitar, then an asian man playing an acoustic guitar in front of a white wall, then an asian man playing an acoustic guitar in front of an asian painting, then a man is playing an acoustic guitar in front of an asian painting, then a man is playing an acoustic guitar in front of a picture of a guitar, then a young man is playing an acoustic guitar in front of a wall painting, then an asian man playing an acoustic guitar in front of a wall painting |
guitar performance, a man is playing an acoustic guitar in front of an asian painting, then a man is playing an acoustic guitar in front of a picture of a guitar, then a young man is playing an acoustic guitar in front of a wall painting, then an asian man playing an acoustic guitar in front of a wall painting, then a man is playing an acoustic guitar in front of a wall of guitars, then a man is playing an acoustic guitar in front of a picture of a guitar |
guitar performance, an asian man playing an acoustic guitar in front of a wall painting, then a man is playing an acoustic guitar in front of a wall of guitars, then a man is playing an acoustic guitar in front of a picture of a guitar, then an asian man playing an acoustic guitar in front of a white background, then a man is playing an acoustic guitar in front of a wall of guitars |
guitar performance, a man is playing an acoustic guitar in front of a picture of a guitar, then an asian man playing an acoustic guitar in front of a white background, then a man is playing an acoustic guitar in front of a wall of guitars, then a young man is playing an acoustic guitar in front of a guitar case, then a man is playing an acoustic guitar while sitting on the floor next to a table, then a man is playing an acoustic guitar in front of a picture of a flower |
guitar performance, an asian man playing an acoustic guitar in front of a white background, then a man is playing an acoustic guitar in front of a wall of guitars, then a young man is playing an acoustic guitar in front of a guitar case, then a man is playing an acoustic guitar while sitting on the floor next to a table, then a man is playing an acoustic guitar in front of a picture of a flower, then a man is playing an acoustic guitar in front of a picture of a cat, then a man is playing an acoustic guitar in front of a wall of books, then a man is playing an acoustic guitar in front of a flower vase, then an asian man playing an acoustic guitar in front of a vase |
guitar performance, a man is playing an acoustic guitar while sitting on the floor next to a table, then a man is playing an acoustic guitar in front of a picture of a flower, then a man is playing an acoustic guitar in front of a picture of a cat, then a man is playing an acoustic guitar in front of a wall of books, then a man is playing an acoustic guitar in front of a flower vase, then an asian man playing an acoustic guitar in front of a vase, then a young man is playing an acoustic guitar in front of a guitar case, then a young man is playing an acoustic guitar in front of a small plant, then a man is playing an acoustic guitar in front of a wall of books |
guitar performance, a man is playing an acoustic guitar in front of a flower vase, then an asian man playing an acoustic guitar in front of a vase, then a young man is playing an acoustic guitar in front of a guitar case, then a young man is playing an acoustic guitar in front of a small plant, then a man is playing an acoustic guitar in front of a wall of books, then a young man is playing an acoustic guitar in front of a white wall, then a young man is playing an acoustic guitar in front of a computer monitor, then a young man is playing an acoustic guitar in front of another guitar player, then a young man is playing an acoustic guitar in front of a guitar case |
guitar performance, basketball amateur, a young man is playing an acoustic guitar in front of a small plant, then a man is playing an acoustic guitar in front of a wall of books, then a young man is playing an acoustic guitar in front of a white wall, then a young man is playing an acoustic guitar in front of a computer monitor, then a young man is playing an acoustic guitar in front of another guitar player, then a young man is playing an acoustic guitar in front of a guitar case, then a man is playing an acoustic guitar in front of a picture of a cat, then two people are playing basketball on an outdoor court at the end of the day, then two people playing basketball on an outdoor court at dusk with trees in the background |
guitar performance, basketball amateur, a young man is playing an acoustic guitar in front of another guitar player, then a young man is playing an acoustic guitar in front of a guitar case, then a man is playing an acoustic guitar in front of a picture of a cat, then two people are playing basketball on an outdoor court at the end of the day, then two people playing basketball on an outdoor court at dusk with trees in the background, then a man is playing basketball on a court with a tree in the background, then a person playing basketball on an outdoor court with trees and a sun in the background, then a person playing basketball on an outdoor court with trees and buildings in the background |
basketball amateur, two people are playing basketball on an outdoor court at the end of the day, then two people playing basketball on an outdoor court at dusk with trees in the background, then a man is playing basketball on a court with a tree in the background, then a person playing basketball on an outdoor court with trees and a sun in the background, then a person playing basketball on an outdoor court with trees and buildings in the background, then a man playing basketball on an outdoor court at dusk with trees in the background, then a person playing basketball on a court with trees in the background at sunset, then a person playing basketball on an outdoor court with a tree in the background |
basketball amateur, a person playing basketball on an outdoor court with trees and a sun in the background, then a person playing basketball on an outdoor court with trees and buildings in the background, then a man playing basketball on an outdoor court at dusk with trees in the background, then a person playing basketball on a court with trees in the background at sunset, then a person playing basketball on an outdoor court with a tree in the background, then a man is playing basketball on a court with a tree in the background, then a group of people playing basketball on a court with trees in the background |
basketball amateur, a person playing basketball on a court with trees in the background at sunset, then a person playing basketball on an outdoor court with a tree in the background, then a man is playing basketball on a court with a tree in the background, then a group of people playing basketball on a court with trees in the background, then two people are playing basketball on a court with a tree in the background, then a group of people playing basketball on a court with trees in the background |
basketball amateur, a group of people playing basketball on a court with trees in the background, then two people are playing basketball on a court with a tree in the background, then a group of people playing basketball on a court with trees in the background |
basketball amateur, a group of people playing basketball on a court with trees in the background, then a group of people playing basketball on an outdoor court with trees in the background, then two people playing basketball on an outdoor court with trees in the background stock footage, royalty-free stock footage, and royalty-free stock footage, then a group of people playing basketball on an outdoor court with trees in the background |
basketball amateur, a group of people playing basketball on a court with trees in the background, then a group of people playing basketball on an outdoor court with trees in the background, then two people playing basketball on an outdoor court with trees in the background stock footage, royalty-free stock footage, and royalty-free stock footage, then a group of people playing basketball on an outdoor court with trees in the background, then two people are playing basketball on a court with a ball in the air, then two men playing basketball on an outdoor court with trees and sky in the background, then a man is playing basketball on a court with a tree in the background, then a group of people playing basketball on an outdoor court with trees in the background |
basketball amateur, two people playing basketball on an outdoor court with trees in the background stock footage, royalty-free stock footage, and royalty-free stock footage, then a group of people playing basketball on an outdoor court with trees in the background, then two people are playing basketball on a court with a ball in the air, then two men playing basketball on an outdoor court with trees and sky in the background, then a man is playing basketball on a court with a tree in the background, then a group of people playing basketball on an outdoor court with trees in the background, then two men playing basketball on an outdoor court at dusk with trees in the background, then people playing basketball on an outdoor court with trees and buildings in the background, then a man is playing basketball on a court with a tree in the background |
basketball amateur, a man is playing basketball on a court with a tree in the background, then a group of people playing basketball on an outdoor court with trees in the background, then two men playing basketball on an outdoor court at dusk with trees in the background, then people playing basketball on an outdoor court with trees and buildings in the background, then a man is playing basketball on a court with a tree in the background, then a man playing basketball on an outdoor court with trees and sky in the background, then an image of a basketball court with a person playing the game on it, then a person playing basketball on an outdoor court with a tree in the background |
basketball amateur, people playing basketball on an outdoor court with trees and buildings in the background, then a man is playing basketball on a court with a tree in the background, then a man playing basketball on an outdoor court with trees and sky in the background, then an image of a basketball court with a person playing the game on it, then a person playing basketball on an outdoor court with a tree in the background, then a person playing basketball on an outdoor court with trees and sky in the background, then an image of a basketball court with a person playing the game on it, then a man playing basketball on an outdoor court at dusk with the sun in the background, then a person playing basketball on a basketball court with trees in the background and the sun in the sky |
basketball amateur, an image of a basketball court with a person playing the game on it, then a person playing basketball on an outdoor court with a tree in the background, then a person playing basketball on an outdoor court with trees and sky in the background, then an image of a basketball court with a person playing the game on it, then a man playing basketball on an outdoor court at dusk with the sun in the background, then a person playing basketball on a basketball court with trees in the background and the sun in the sky, then a person playing basketball on a basketball court with a tree in the background, then two people are playing basketball on a court with trees and buildings in the background, then a group of people playing basketball on an outdoor court in the afternoon sun, then a group of people playing basketball on a court with trees in the background |
basketball amateur, a man playing basketball on an outdoor court at dusk with the sun in the background, then a person playing basketball on a basketball court with trees in the background and the sun in the sky, then a person playing basketball on a basketball court with a tree in the background, then two people are playing basketball on a court with trees and buildings in the background, then a group of people playing basketball on an outdoor court in the afternoon sun, then a group of people playing basketball on a court with trees in the background, then a man is playing basketball on a court with a tree in the background, then a group of people playing basketball on a court with trees in the background |
basketball amateur, elephant, a group of people playing basketball on an outdoor court in the afternoon sun, then a group of people playing basketball on a court with trees in the background, then a man is playing basketball on a court with a tree in the background, then a group of people playing basketball on a court with trees in the background, then an elephant is seen through the window of a car on the side of the road, then an elephant is standing on the side of the road with its trunk sticking out of the window, then an elephant is seen in the rear view mirror of a car on the side of the road, then an elephant is standing in the middle of the road in front of a car |
basketball amateur, elephant, a man is playing basketball on a court with a tree in the background, then a group of people playing basketball on a court with trees in the background, then an elephant is seen through the window of a car on the side of the road, then an elephant is standing on the side of the road with its trunk sticking out of the window, then an elephant is seen in the rear view mirror of a car on the side of the road, then an elephant is standing in the middle of the road in front of a car, then an elephant is standing on the side of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car |
elephant, an elephant is seen in the rear view mirror of a car on the side of the road, then an elephant is standing in the middle of the road in front of a car, then an elephant is standing on the side of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car, then an elephant is standing on the side of the road in the middle of the day, then an elephant is standing in the middle of the road in the middle of the day, then an elephant standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car |
elephant, an elephant is standing on the side of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car, then an elephant is standing on the side of the road in the middle of the day, then an elephant is standing in the middle of the road in the middle of the day, then an elephant standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car, then an elephant standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car, then an elephant is standing on the side of the road with its trunk in the air, then an elephant is standing in the middle of the road in the middle of the day |
elephant, an elephant standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car, then an elephant standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car, then an elephant is standing on the side of the road with its trunk in the air, then an elephant is standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car, then an elephant is standing in the middle of a field near a car window, then an elephant is standing in the middle of a grassy field next to a car, then an elephant is standing in the middle of a field with its trunk in the air |
elephant, an elephant is standing on the side of the road with its trunk in the air, then an elephant is standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of the road in front of a car, then an elephant is standing in the middle of a field near a car window, then an elephant is standing in the middle of a grassy field next to a car, then an elephant is standing in the middle of a field with its trunk in the air, then an elephant is standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of a field with its trunk in the air |
elephant, an elephant is standing in the middle of a grassy field next to a car, then an elephant is standing in the middle of a field with its trunk in the air, then an elephant is standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of a field with its trunk in the air, then an elephant is standing in the middle of the road in the middle of the day, then an elephant is standing on the side of the road with its trunk in the air, then an elephant is standing in the middle of a grassy field next to a car, then an elephant is standing in the middle of a field with its trunk in the air |
elephant, an elephant is standing in the middle of the road in the middle of the day, then an elephant is standing in the middle of a field with its trunk in the air, then an elephant is standing in the middle of the road in the middle of the day, then an elephant is standing on the side of the road with its trunk in the air, then an elephant is standing in the middle of a grassy field next to a car, then an elephant is standing in the middle of a field with its trunk in the air, then an elephant is standing in the middle of a grassy field with its trunk in the air, then an elephant is standing in the middle of a field with trees in the background |
elephant, an elephant is standing in the middle of a grassy field next to a car, then an elephant is standing in the middle of a field with its trunk in the air, then an elephant is standing in the middle of a grassy field with its trunk in the air, then an elephant is standing in the middle of a field with trees in the background, then an elephant is standing on the side of the road in front of a car, then an elephant is standing on the side of the road in a field with trees in the background, then an elephant is standing in the middle of a field with trees in the background, then a large elephant is standing in the middle of a dry grassy area |
elephant, an elephant is standing in the middle of a grassy field with its trunk in the air, then an elephant is standing in the middle of a field with trees in the background, then an elephant is standing on the side of the road in front of a car, then an elephant is standing on the side of the road in a field with trees in the background, then an elephant is standing in the middle of a field with trees in the background, then a large elephant is standing in the middle of a dry grassy area, then an elephant is standing in the middle of a dry grass field with trees in the background |
elephant, an elephant is standing in the middle of a field with trees in the background, then a large elephant is standing in the middle of a dry grassy area, then an elephant is standing in the middle of a dry grass field with trees in the background, then a large elephant is standing in the middle of a dry grassy area, then an elephant is standing in the grass with its tusks in the air, then a large elephant standing in the middle of a grassy field with trees in the background |
elephant, a large elephant is standing in the middle of a dry grassy area, then an elephant is standing in the middle of a dry grass field with trees in the background, then a large elephant is standing in the middle of a dry grassy area, then an elephant is standing in the grass with its tusks in the air, then a large elephant standing in the middle of a grassy field with trees in the background, then an elephant is standing in the middle of a field with trees in the background, then a large elephant standing in the middle of a grassy field with trees in the background, then an elephant is standing in the middle of a grassy field with trees in the background, then an elephant is standing in the middle of a field with trees in the background |
elephant, baby crawling, a large elephant standing in the middle of a grassy field with trees in the background, then an elephant is standing in the middle of a field with trees in the background, then a large elephant standing in the middle of a grassy field with trees in the background, then an elephant is standing in the middle of a grassy field with trees in the background, then an elephant is standing in the middle of a field with trees in the background, then a large elephant is walking through the brush in the middle of the day, then an elephant is walking through the brush with its tusks in the air, then a baby sitting on the floor in front of a chair with his hands in the air |
elephant, baby crawling, an elephant is standing in the middle of a grassy field with trees in the background, then an elephant is standing in the middle of a field with trees in the background, then a large elephant is walking through the brush in the middle of the day, then an elephant is walking through the brush with its tusks in the air, then a baby sitting on the floor in front of a chair with his hands in the air, then a baby sitting on the floor in front of a chair with his feet in the air, then a baby sitting on the floor in front of a chair with his hands in the air, then a baby is crawling on the floor in front of a table and chair, then a baby crawling on the floor in a room with a chair and table in the background |
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[ECCV 2024] Enhancing Cross-Subject fMRI-to-Video Decoding with Global-Local Functional Alignment
Introduction
fMRI-video dataset, 8 subjects (6 male and 2 female, aged 23-27, 3 for FCVID and 5 for WebVid) participated, and fMRI data are acquired using a 3T scanner and a 32-channel RF head coil, with the fMRI sampled at 1 frame per 0.8 seconds.
In detail, stimuli videos of dimensions 256$\times$256 and 596$\times$336 are sourced from the FCVID video dataset and WebVid dataset respectively.
Within the FCVID dataset, a selection of 100 video categories, encompassing diverse events, scenes, and objects (e.g., accordion performances, amusement parks, and elephants), is chosen. For each category, 4 10-second clips are meticulously selected, with 3 assigned to the training set and 1 to the test set. Random combinations of these clips result in 6 500-second videos for both training and test sets, ensuring each training clip appeared once and each test clip appeared three times.
For WebVid dataset in text-to-video synthesis, we curated a selection of 1200 8-second clips. Subsequently, 5 subjects are tasked with viewing these videos in random order, with 1000 clips designated for the training set and the remaining 200 clips allocated to the test set. Videos from test set are viewed twice to reduce noise, exclusively originate from the WebVid test set. Additionally, in between consecutive clips, a 2.4-second blank interval is introduced to allow the participants to clear their minds, thereby reducing the overlap of neural activity encoding information from different videos.
Repository Structure
- fd-fmri-video-FCVID/WebVid
- raw-data: Raw fMRI data collected directly from the imaging machine.
- processed-fmri: We utilized fMRIPrep and the methodologies described in our paper to derive and store the data in .h5 format.
- stimuli: All videos shown to subjects during the fMRI scans and corresponding caption.
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