Subject Mode [single subject image]
Subject Mode [multiple subject images]
Subject Mode [multiple subject images + background image]
Face Mode [single face crop]
Face Mode [multiple face crops]
Prompt Input Images GroundTruth ELITE VideoBooth Ours (CLIP) Ours (DINO)
A Basset Hound sits in front of a brown door in a room with a red bag on the floor to the left.
A brown and white puppy sits and stands up in a room with beige walls and a brown carpet and floor, next to a brown cabinet.
A gray cat with black stripes sits in a gray cat bed and yawns in a dimly lit room with a beige wall and a brown door.
A gray chinchilla sits on the edge of a bathroom sink.
A bearded man in gray clothes brushes a brown horse with a blue brush in a stable filled with boxes and buckets, while the horse has a white spot on its head and the man bears a tattoo on his left arm.
A blue car with the license plate TAJ 707R drives down a daytime street with gray roads, green lawns, and brown houses. The scene is filmed from a handheld camera by BBC.
Prompt Input Images GroundTruth Ours (DINO)
A Basset Hound sits in front of a brown door in a room with a red bag on the floor to the left.
A brown and white puppy sits and stands up in a room with beige walls and a brown carpet and floor, next to a brown cabinet.
A gray cat with black stripes sits in a gray cat bed and yawns in a dimly lit room with a beige wall and a brown door.
A gray chinchilla sits on the edge of a bathroom sink.
A bearded man in gray clothes brushes a brown horse with a blue brush in a stable filled with boxes and buckets, while the horse has a white spot on its head and the man bears a tattoo on his left arm.
A blue car with the license plate TAJ 707R drives down a daytime street with gray roads, green lawns, and brown houses. The scene is filmed from a handheld camera by BBC.
Prompt Input Images GroundTruth Ours (DINO)
A Basset Hound sits in front of a brown door in a room with a red bag on the floor to the left.
A brown and white puppy sits and stands up in a room with beige walls and a brown carpet and floor, next to a brown cabinet.
A gray cat with black stripes sits in a gray cat bed and yawns in a dimly lit room with a beige wall and a brown door.
A gray chinchilla sits on the edge of a bathroom sink.
A bearded man in gray clothes brushes a brown horse with a blue brush in a stable filled with boxes and buckets, while the horse has a white spot on its head and the man bears a tattoo on his left arm.
A blue car with the license plate TAJ 707R drives down a daytime street with gray roads, green lawns, and brown houses. The scene is filmed from a handheld camera by BBC.
Prompt Input Images GroundTruth IP-Adapter-FaceID+ PhotoMaker Ours (CLIP) Ours (DINO)
A woman in a room with white, red, and gray walls and a gray shelf talks while wearing a pink shirt.
A man in a gray shirt with 99 on it speaks and gestures in front of a white wall.
A man with long black hair and a beard, dressed in a gray T-shirt, sits in a room with a brown brick wall, a green plant, and a black metal staircase, speaking to the camera.
A young woman in a black and white top and cardigan talks in a room with white walls, a poster, and a bed, surrounded by books and other items.
A young man with short black hair and a beard, dressed in a green polo shirt and black cap, walks and talks on a sunny street with a gray road, white car, white house, and green trees.
A man in a checkered shirt stands before brown shelves with labeled boxes in a gray room, speaking to the camera for EarthUnplugged.
Prompt Input Images GroundTruth PhotoMaker Ours (DINO)
A woman in a room with white, red, and gray walls and a gray shelf talks while wearing a pink shirt.
A man in a gray shirt with 99 on it speaks and gestures in front of a white wall.
A man with long black hair and a beard, dressed in a gray T-shirt, sits in a room with a brown brick wall, a green plant, and a black metal staircase, speaking to the camera.
A young woman in a black and white top and cardigan talks in a room with white walls, a poster, and a bed, surrounded by books and other items.
A young man with short black hair and a beard, dressed in a green polo shirt and black cap, walks and talks on a sunny street with a gray road, white car, white house, and green trees.
A man in a checkered shirt stands before brown shelves with labeled boxes in a gray room, speaking to the camera for EarthUnplugged.