PUG: Photorealistic and Semantically Controllable Synthetic Data for Representation Learning
Paper
• 2308.03977 • Published
image imagewidth (px) 512 512 | world_name stringclasses 10 values | character_name stringclasses 11 values | character2_name stringclasses 33 values | character1_pos stringclasses 2 values | character2_pos stringclasses 2 values | character_texture stringclasses 3 values | character2_texture stringclasses 3 values |
|---|---|---|---|---|---|---|---|
desert | Anlylosaurus | blank | left | right | Default | Default | |
desert | Anlylosaurus | Goldfish | left | right | Default | Default | |
desert | Anlylosaurus | Caribou | left | right | Default | Default | |
desert | Anlylosaurus | Elephant | left | right | Default | Default | |
desert | Anlylosaurus | Camel | left | right | Default | Default | |
desert | Anlylosaurus | Penguin | left | right | Default | Default | |
desert | Anlylosaurus | Zebra | left | right | Default | Default | |
desert | Anlylosaurus | Bear | left | right | Default | Default | |
desert | Anlylosaurus | Beaver | left | right | Default | Default | |
desert | Anlylosaurus | Cattle | left | right | Default | Default | |
desert | Anlylosaurus | Armadillo | left | right | Default | Default | |
desert | Anlylosaurus | Gecko | left | right | Default | Default | |
desert | Anlylosaurus | Crow | left | right | Default | Default | |
desert | Anlylosaurus | Scorpion | left | right | Default | Default | |
desert | Anlylosaurus | GiantTortoise | left | right | Default | Default | |
desert | Anlylosaurus | Tarantula | left | right | Default | Default | |
desert | Anlylosaurus | Rhinoceros | left | right | Default | Default | |
desert | Anlylosaurus | Dolphin | left | right | Default | Default | |
desert | Anlylosaurus | EarlessSeal | left | right | Default | Default | |
desert | Anlylosaurus | Goat | left | right | Default | Default | |
desert | Anlylosaurus | Hippopotamus | left | right | Default | Default | |
desert | Anlylosaurus | Horse | left | right | Default | Default | |
desert | Anlylosaurus | Impala | left | right | Default | Default | |
desert | Anlylosaurus | Lion | left | right | Default | Default | |
desert | Anlylosaurus | Orca | left | right | Default | Default | |
desert | Anlylosaurus | Pig | left | right | Default | Default | |
desert | Anlylosaurus | Rabbit | left | right | Default | Default | |
desert | Anlylosaurus | Squirrel | left | right | Default | Default | |
desert | Anlylosaurus | Chicken | left | right | Default | Default | |
desert | Anlylosaurus | WhiteShark | left | right | Default | Default | |
desert | Anlylosaurus | Anlylosaurus | left | right | Default | Default | |
desert | Anlylosaurus | BlackRockFish | left | right | Default | Default | |
desert | Anlylosaurus | PoisonDartFrog | left | right | Default | Default | |
arena | Anlylosaurus | blank | left | right | Default | Default | |
arena | Anlylosaurus | Goldfish | left | right | Default | Default | |
arena | Anlylosaurus | Caribou | left | right | Default | Default | |
arena | Anlylosaurus | Elephant | left | right | Default | Default | |
arena | Anlylosaurus | Camel | left | right | Default | Default | |
arena | Anlylosaurus | Penguin | left | right | Default | Default | |
arena | Anlylosaurus | Zebra | left | right | Default | Default | |
arena | Anlylosaurus | Bear | left | right | Default | Default | |
arena | Anlylosaurus | Beaver | left | right | Default | Default | |
arena | Anlylosaurus | Cattle | left | right | Default | Default | |
arena | Anlylosaurus | Armadillo | left | right | Default | Default | |
arena | Anlylosaurus | Gecko | left | right | Default | Default | |
arena | Anlylosaurus | Crow | left | right | Default | Default | |
arena | Anlylosaurus | Scorpion | left | right | Default | Default | |
arena | Anlylosaurus | GiantTortoise | left | right | Default | Default | |
arena | Anlylosaurus | Tarantula | left | right | Default | Default | |
arena | Anlylosaurus | Rhinoceros | left | right | Default | Default | |
arena | Anlylosaurus | Dolphin | left | right | Default | Default | |
arena | Anlylosaurus | EarlessSeal | left | right | Default | Default | |
arena | Anlylosaurus | Goat | left | right | Default | Default | |
arena | Anlylosaurus | Hippopotamus | left | right | Default | Default | |
arena | Anlylosaurus | Horse | left | right | Default | Default | |
arena | Anlylosaurus | Impala | left | right | Default | Default | |
arena | Anlylosaurus | Lion | left | right | Default | Default | |
arena | Anlylosaurus | Orca | left | right | Default | Default | |
arena | Anlylosaurus | Pig | left | right | Default | Default | |
arena | Anlylosaurus | Rabbit | left | right | Default | Default | |
arena | Anlylosaurus | Squirrel | left | right | Default | Default | |
arena | Anlylosaurus | Chicken | left | right | Default | Default | |
arena | Anlylosaurus | WhiteShark | left | right | Default | Default | |
arena | Anlylosaurus | Anlylosaurus | left | right | Default | Default | |
arena | Anlylosaurus | BlackRockFish | left | right | Default | Default | |
arena | Anlylosaurus | PoisonDartFrog | left | right | Default | Default | |
ocean floor | Anlylosaurus | blank | left | right | Default | Default | |
ocean floor | Anlylosaurus | Goldfish | left | right | Default | Default | |
ocean floor | Anlylosaurus | Caribou | left | right | Default | Default | |
ocean floor | Anlylosaurus | Elephant | left | right | Default | Default | |
ocean floor | Anlylosaurus | Camel | left | right | Default | Default | |
ocean floor | Anlylosaurus | Penguin | left | right | Default | Default | |
ocean floor | Anlylosaurus | Zebra | left | right | Default | Default | |
ocean floor | Anlylosaurus | Bear | left | right | Default | Default | |
ocean floor | Anlylosaurus | Beaver | left | right | Default | Default | |
ocean floor | Anlylosaurus | Cattle | left | right | Default | Default | |
ocean floor | Anlylosaurus | Armadillo | left | right | Default | Default | |
ocean floor | Anlylosaurus | Gecko | left | right | Default | Default | |
ocean floor | Anlylosaurus | Crow | left | right | Default | Default | |
ocean floor | Anlylosaurus | Scorpion | left | right | Default | Default | |
ocean floor | Anlylosaurus | GiantTortoise | left | right | Default | Default | |
ocean floor | Anlylosaurus | Tarantula | left | right | Default | Default | |
ocean floor | Anlylosaurus | Rhinoceros | left | right | Default | Default | |
ocean floor | Anlylosaurus | Dolphin | left | right | Default | Default | |
ocean floor | Anlylosaurus | EarlessSeal | left | right | Default | Default | |
ocean floor | Anlylosaurus | Goat | left | right | Default | Default | |
ocean floor | Anlylosaurus | Hippopotamus | left | right | Default | Default | |
ocean floor | Anlylosaurus | Horse | left | right | Default | Default | |
ocean floor | Anlylosaurus | Impala | left | right | Default | Default | |
ocean floor | Anlylosaurus | Lion | left | right | Default | Default | |
ocean floor | Anlylosaurus | Orca | left | right | Default | Default | |
ocean floor | Anlylosaurus | Pig | left | right | Default | Default | |
ocean floor | Anlylosaurus | Rabbit | left | right | Default | Default | |
ocean floor | Anlylosaurus | Squirrel | left | right | Default | Default | |
ocean floor | Anlylosaurus | Chicken | left | right | Default | Default | |
ocean floor | Anlylosaurus | WhiteShark | left | right | Default | Default | |
ocean floor | Anlylosaurus | Anlylosaurus | left | right | Default | Default | |
ocean floor | Anlylosaurus | BlackRockFish | left | right | Default | Default | |
ocean floor | Anlylosaurus | PoisonDartFrog | left | right | Default | Default | |
race track | Anlylosaurus | blank | left | right | Default | Default |
PUG: SPAR (Scene, Position, Attribute, Relation) contains 43,560 test samples, with image-caption pairs that evaluate VLMs scene and object recognition, as well as inter-object and object-attribute relationships respectively. We utilize scenes containing up to two objects in 4 unique spatial relationships and 4 different texture variations.
The datasets are distributed under the CC-BY-NC, with the addenda that they should not be used to train Generative AI models.
If you use one of the PUG datasets, please cite:
@misc{bordes2023pug,
title={PUG: Photorealistic and Semantically Controllable Synthetic Data for Representation Learning},
author={Florian Bordes and Shashank Shekhar and Mark Ibrahim and Diane Bouchacourt and Pascal Vincent and Ari S. Morcos},
year={2023},
eprint={2308.03977},
archivePrefix={arXiv},
primaryClass={cs.CV}
}