Customizing Text-to-Image Diffusion with Object Viewpoint Control

1 CMU    2Adobe Research

Code Paper Project Gallery Demo

Generations with different camera pose and text prompts

We show randomly selected generated samples of our method with different camera poses.

A car beside a field of blooming sunflowers


A car in front of an old, brick train station


A car next to a picnic table in a park


A car on a bridge over a calm river


A car parked by a snowy mountain range


A car with a bike rack on top


A car with a guitar leaning against it


A car with a kayak mounted on the roof


A black car in a busy city street


A convertible car near a coastal boardwalk


A green car in a driveway, next to a house


A jeep car on a rugged dirt road


A minivan car outside a school, during pickup time


A red car in a mall parking lot


A volkswagon beetle car in front of a luxury hotel


A yellow car at a gas station


A car beside a field of blooming sunflowers


A car in front of an old, brick train station


A car next to a picnic table in a park


A car on a bridge over a calm river


A car parked by a snowy mountain range


A car with a bike rack on top


A car with a guitar leaning against it


A car with a kayak mounted on the roof


A black car in a busy city street


A convertible car near a coastal boardwalk


A green car in a driveway, next to a house


A jeep car on a rugged dirt road


A minivan car outside a school, during pickup time


A red car in a mall parking lot


A volkswagon beetle car in front of a luxury hotel


A yellow car at a gas station


A car beside a field of blooming sunflowers


A car in front of an old, brick train station


A car next to a picnic table in a park


A car on a bridge over a calm river


A car parked by a snowy mountain range


A car with a bike rack on top


A car with a guitar leaning against it


A car with a kayak mounted on the roof


A black car in a busy city street


A convertible car near a coastal boardwalk


A green car in a driveway, next to a house


A jeep car on a rugged dirt road


A minivan car outside a school, during pickup time


A red car in a mall parking lot


A volkswagon beetle car in front of a luxury hotel


A yellow car at a gas station


A large teddybear in a batman costume


A teddybear at a window with raindrops outside


A teddybear dressed as a construction worker


A teddybear holding a heart-shaped balloon


A teddybear in a pink barbie costume


A teddybear in a superhero costume


A teddybear next to a birthday cake with candles


A teddybear on a cozy armchair by a fireplace


A teddybear on a park bench under trees


A teddybear on the sand at the beach


A teddybear with a small toy car


A teddybear with a stack of children's books on the side


A brown teddybear on a blanket


A gray teddybear


A pink teddybear on a shelf


A white teddybear


A large teddybear in a batman costume


A teddybear at a window with raindrops outside


A teddybear dressed as a construction worker


A teddybear holding a heart-shaped balloon


A teddybear in a pink barbie costume


A teddybear in a superhero costume


A teddybear next to a birthday cake with candles


A teddybear on a cozy armchair by a fireplace


A teddybear on a park bench under trees


A teddybear on the sand at the beach


A teddybear with a small toy car


A teddybear with a stack of children's books on the side


A brown teddybear on a blanket


A gray teddybear


A pink teddybear on a shelf


A white teddybear


A large teddybear in a batman costume


A teddybear at a window with raindrops outside


A teddybear dressed as a construction worker


A teddybear holding a heart-shaped balloon


A teddybear in a pink barbie costume


A teddybear in a superhero costume


A teddybear next to a birthday cake with candles


A teddybear on a cozy armchair by a fireplace


A teddybear on a park bench under trees


A teddybear on the sand at the beach


A teddybear with a small toy car


A teddybear with a stack of children's books on the side


A brown teddybear on a blanket


A gray teddybear


A pink teddybear on a shelf


A white teddybear


A motorcycle beside a calm lake


A motorcycle in front of a graffiti-covered urban wall


A motorcycle next to a camping tent


A motorcycle on a mountain road with a scenic view


A motorcycle parked on a city street at night


A motorcycle with a guitar strapped to the back


A blue motorcycle


A cat riding motorcycle


A cruiser motorcycle in a parking lot


A dirt bike motorcycle on a trail in the woods


A golden retriever riding motorcycle


A green motorcycle


A red motorcycle in a garage


A scooter like motorcycle


A silver motorcycle


A vintage style motorcycle


A motorcycle beside a calm lake


A motorcycle in front of a graffiti-covered urban wall


A motorcycle next to a camping tent


A motorcycle on a mountain road with a scenic view


A motorcycle parked on a city street at night


A motorcycle with a guitar strapped to the back


A blue motorcycle


A cat riding motorcycle


A cruiser motorcycle in a parking lot


A dirt bike motorcycle on a trail in the woods


A golden retriever riding motorcycle


A green motorcycle


A red motorcycle in a garage


A scooter like motorcycle


A silver motorcycle


A vintage style motorcycle


A scooty beside a calm lake


A scooty in front of a graffiti-covered urban wall


A scooty next to a camping tent


A scooty on a mountain road with a scenic view


A scooty parked on a city street at night


A scooty with a guitar strapped to the back


A blue scooty


A cat riding scooty


A cruiser scooty in a parking lot


A dirt bike scooty on a trail in the woods


A golden retriever riding scooty


A green scooty


A red scooty in a garage


A scooter like scooty


A silver scooty


A vintage style scooty


A chair beside a guitar on a stand


A chair in a garden surrounded by flowers


A chair in a library next to a bookshelf


A chair next to a potted plant


A chair on a balcony overlooking the city skyline


A chair on a beach


A chair with a colorful cushion on it


A chair with a plush toy sitting on it


A black chair in a classroom


A folding chair at a camping site


A green chair in a cafe


A high chair in a kitchen


A red chair in a white room


A rocking chair on a porch


A yellow chair in a playroom


An office chair in a home study


A chair beside a guitar on a stand


A chair in a garden surrounded by flowers


A chair in a library next to a bookshelf


A chair next to a potted plant


A chair on a balcony overlooking the city skyline


A chair on a beach


A chair with a colorful cushion on it


A chair with a plush toy sitting on it


A black chair in a classroom


A folding chair at a camping site


A green chair in a cafe


A high chair in a kitchen


A red chair in a white room


A rocking chair on a porch


A yellow chair in a playroom


An office chair in a home study


A chair beside a guitar on a stand


A chair in a garden surrounded by flowers


A chair in a library next to a bookshelf


A chair next to a potted plant


A chair on a balcony overlooking the city skyline


A chair on a beach


A chair with a colorful cushion on it


A chair with a plush toy sitting on it


A black chair in a classroom


A folding chair at a camping site


A green chair in a cafe


A high chair in a kitchen


A red chair in a white room


A rocking chair on a porch


A yellow chair in a playroom


An office chair in a home study


rubber duck on a sandy beach, with waves crashing in the background


A rubber duck and an umbrella in a cozy living room


A rubber duck floating next to a colorful beach ball in a bathtub


A rubber duck in a dense jungle


A rubber duck on a rocky mountain top, overlooking the valley below


A rubber duck sitting in a grassy field, surrounded by wildflowers


A rubber duck with a small globe resting next to it


A rubber duck with a tiny book placed beside it on a wooden table


A bright red rubber duck


A clay figurine of rubber duck


A deep blue rubber duck on a bed


A neon pink rubber duck


A plush rubber duck on a sunny windowsill


A vivid green rubber duck


A wooden rubber duck


An origami of rubber duck


toy on a sandy beach, with waves crashing in the background


A toy and an umbrella in a cozy living room


A toy floating next to a colorful beach ball in a bathtub


A toy in a dense jungle


A toy on a rocky mountain top, overlooking the valley below


A toy sitting in a grassy field, surrounded by wildflowers


A toy with a small globe resting next to it


A toy with a tiny book placed beside it on a wooden table


A bright red toy


A clay figurine of toy


A deep blue toy on a bed


A neon pink toy


A plush toy on a sunny windowsill


A vivid green toy


A wooden toy


An origami of toy