Dataset Viewer (First 5GB)
Auto-converted to Parquet
json
dict
png
imagewidth (px)
1.02k
1.02k
__key__
stringlengths
30
33
__url__
stringclasses
1 value
{ "caption": "actors at new film premiere", "guidance_scale": 3.5, "num_inference_steps": 30, "seed": 3115 }
black-forest-labs@FLUX.1-dev/0
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a cast of a tree .", "guidance_scale": 3.5, "num_inference_steps": 30, "seed": 3115 }
black-forest-labs@FLUX.1-dev/1
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "person walks down the beautiful colonial cobblestone street", "guidance_scale": 3, "num_inference_steps": 45, "seed": 9781 }
black-forest-labs@FLUX.1-dev/10
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "rural landscape on a summer day", "guidance_scale": 4, "num_inference_steps": 50, "seed": 7657 }
black-forest-labs@FLUX.1-dev/100
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "yellow house on the hill and rainbow .", "guidance_scale": 5, "num_inference_steps": 50, "seed": 7976 }
black-forest-labs@FLUX.1-dev/1000
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "either a deformed or injured turtle they are caring for .", "guidance_scale": 5, "num_inference_steps": 50, "seed": 7976 }
black-forest-labs@FLUX.1-dev/1001
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "chopped banana on a cutting board", "guidance_scale": 5, "num_inference_steps": 50, "seed": 7976 }
black-forest-labs@FLUX.1-dev/1002
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "steps to creating a custom christmas tree", "guidance_scale": 5, "num_inference_steps": 50, "seed": 7976 }
black-forest-labs@FLUX.1-dev/1003
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "military person , chairman , talks with service members during a town hall meeting .", "guidance_scale": 5, "num_inference_steps": 50, "seed": 7976 }
black-forest-labs@FLUX.1-dev/1004
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "4k portrait of cute little girl enjoying an ice cream in the park with her broth", "guidance_scale": 5, "num_inference_steps": 50, "seed": 7976 }
black-forest-labs@FLUX.1-dev/1005
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "the test is designed for 10 and children ... could you pass it ?", "guidance_scale": 5, "num_inference_steps": 50, "seed": 7976 }
black-forest-labs@FLUX.1-dev/1006
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "simple custom leather pulls for your dresser , cabinets , or doors .", "guidance_scale": 5, "num_inference_steps": 50, "seed": 7976 }
black-forest-labs@FLUX.1-dev/1007
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "ocean waves break on a sandy beach just minutes before sunrise .", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 1930 }
black-forest-labs@FLUX.1-dev/1008
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a beautiful sunflower from our garden !", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 1930 }
black-forest-labs@FLUX.1-dev/1009
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "close up of computer , engineer testing a robot in controlled environment .", "guidance_scale": 4, "num_inference_steps": 50, "seed": 7657 }
black-forest-labs@FLUX.1-dev/101
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a man balanced himself as he washed windows in an apartment building .", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 1930 }
black-forest-labs@FLUX.1-dev/1010
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "how to make glass go the extra mile with your flower arrangements", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 1930 }
black-forest-labs@FLUX.1-dev/1011
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "football player holds aloft the trophy after his side defeated football team", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 1930 }
black-forest-labs@FLUX.1-dev/1012
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "view of the street from pool area", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 1930 }
black-forest-labs@FLUX.1-dev/1013
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "students working on an experiment", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 1930 }
black-forest-labs@FLUX.1-dev/1014
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "cows on a summer pasture .", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 1930 }
black-forest-labs@FLUX.1-dev/1015
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "digital art selected for the #", "guidance_scale": 6, "num_inference_steps": 45, "seed": 6760 }
black-forest-labs@FLUX.1-dev/1016
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "compass icon in the flat style .", "guidance_scale": 6, "num_inference_steps": 45, "seed": 6760 }
black-forest-labs@FLUX.1-dev/1017
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "apartment therapy saving the world , room at a time", "guidance_scale": 6, "num_inference_steps": 45, "seed": 6760 }
black-forest-labs@FLUX.1-dev/1018
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "trees and morning mist at sunrise on the banks of person", "guidance_scale": 6, "num_inference_steps": 45, "seed": 6760 }
black-forest-labs@FLUX.1-dev/1019
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "metal texture with some added highlights and reflections", "guidance_scale": 4, "num_inference_steps": 50, "seed": 7657 }
black-forest-labs@FLUX.1-dev/102
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "pumpkin for western christian holiday as a flag .", "guidance_scale": 6, "num_inference_steps": 45, "seed": 6760 }
black-forest-labs@FLUX.1-dev/1020
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "love the idea of hanging jewelry on statues for storage", "guidance_scale": 6, "num_inference_steps": 45, "seed": 6760 }
black-forest-labs@FLUX.1-dev/1021
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "homeowners get this outdoor heated swimming pool set within the sprawling grounds of the property", "guidance_scale": 6, "num_inference_steps": 45, "seed": 6760 }
black-forest-labs@FLUX.1-dev/1022
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "the main room of the house", "guidance_scale": 6, "num_inference_steps": 45, "seed": 6760 }
black-forest-labs@FLUX.1-dev/1023
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a dragon sculpted in metal on display", "guidance_scale": 7, "num_inference_steps": 30, "seed": 2098 }
black-forest-labs@FLUX.1-dev/1024
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "mobile phone and laptop illustrations for any technology - related presentation .", "guidance_scale": 7, "num_inference_steps": 30, "seed": 2098 }
black-forest-labs@FLUX.1-dev/1025
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "bike and person on a bridge", "guidance_scale": 7, "num_inference_steps": 30, "seed": 2098 }
black-forest-labs@FLUX.1-dev/1026
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "view with palm trees and rock type", "guidance_scale": 7, "num_inference_steps": 30, "seed": 2098 }
black-forest-labs@FLUX.1-dev/1027
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a green row of fresh crops grow on an agricultural farm field", "guidance_scale": 7, "num_inference_steps": 30, "seed": 2098 }
black-forest-labs@FLUX.1-dev/1028
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "five headed serpent guarding buddhist place of worship and a city", "guidance_scale": 7, "num_inference_steps": 30, "seed": 2098 }
black-forest-labs@FLUX.1-dev/1029
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "changing mood person in lots of different wigs !", "guidance_scale": 4, "num_inference_steps": 50, "seed": 7657 }
black-forest-labs@FLUX.1-dev/103
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "you 're sitting on a gold mine of data -- here 's what you should do with it", "guidance_scale": 7, "num_inference_steps": 30, "seed": 2098 }
black-forest-labs@FLUX.1-dev/1030
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "seamless pattern on the theme of learning and geometry white on a dark background with formulas and graphs #", "guidance_scale": 7, "num_inference_steps": 30, "seed": 2098 }
black-forest-labs@FLUX.1-dev/1031
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "bathroom vanity from an old dresser", "guidance_scale": 4, "num_inference_steps": 40, "seed": 3276 }
black-forest-labs@FLUX.1-dev/1032
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "basketball player and sports team are rewarding fans with a brand of basketball that is packing the rafters and bringing them closer to a championship .", "guidance_scale": 4, "num_inference_steps": 40, "seed": 3276 }
black-forest-labs@FLUX.1-dev/1033
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a cat is lying on the grass", "guidance_scale": 4, "num_inference_steps": 40, "seed": 3276 }
black-forest-labs@FLUX.1-dev/1034
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "group shot with politician , judges , entertainment and recurring competition .", "guidance_scale": 4, "num_inference_steps": 40, "seed": 3276 }
black-forest-labs@FLUX.1-dev/1035
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "heart shaped on hands forming a heart shape", "guidance_scale": 4, "num_inference_steps": 40, "seed": 3276 }
black-forest-labs@FLUX.1-dev/1036
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "hard rock artist performs during tv programme .", "guidance_scale": 4, "num_inference_steps": 40, "seed": 3276 }
black-forest-labs@FLUX.1-dev/1037
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "vector illustration of floral frame .", "guidance_scale": 4, "num_inference_steps": 40, "seed": 3276 }
black-forest-labs@FLUX.1-dev/1038
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "vector illustration of a background for holiday with lord ram .", "guidance_scale": 4, "num_inference_steps": 40, "seed": 3276 }
black-forest-labs@FLUX.1-dev/1039
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "taking to the streets : person is psychedelic rock artist in this mock up of their album cover", "guidance_scale": 3.5, "num_inference_steps": 35, "seed": 5535 }
black-forest-labs@FLUX.1-dev/104
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "file photo dated monarch and noble person after their wedding ceremony .", "guidance_scale": 6.5, "num_inference_steps": 20, "seed": 1585 }
black-forest-labs@FLUX.1-dev/1040
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "view and try on color .", "guidance_scale": 6.5, "num_inference_steps": 20, "seed": 1585 }
black-forest-labs@FLUX.1-dev/1041
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "baseball player takes the throw as baseball player steals second during the seventh inning of game .", "guidance_scale": 6.5, "num_inference_steps": 20, "seed": 1585 }
black-forest-labs@FLUX.1-dev/1042
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "digital art selected for the #", "guidance_scale": 6.5, "num_inference_steps": 20, "seed": 1585 }
black-forest-labs@FLUX.1-dev/1043
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "looking for a whimsical wallpaper ? have a look at this one !", "guidance_scale": 6.5, "num_inference_steps": 20, "seed": 1585 }
black-forest-labs@FLUX.1-dev/1044
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "sunlight high up in the sky", "guidance_scale": 6.5, "num_inference_steps": 20, "seed": 1585 }
black-forest-labs@FLUX.1-dev/1045
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "stairs to the church of person", "guidance_scale": 6.5, "num_inference_steps": 20, "seed": 1585 }
black-forest-labs@FLUX.1-dev/1046
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "vector drawn tobacco leaves with flowers on watercolor background in a sketch style .", "guidance_scale": 6.5, "num_inference_steps": 20, "seed": 1585 }
black-forest-labs@FLUX.1-dev/1047
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a mountain biker rides a trail at sunset", "guidance_scale": 3.5, "num_inference_steps": 25, "seed": 7877 }
black-forest-labs@FLUX.1-dev/1048
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a mix of rhododendrons and native plants .", "guidance_scale": 3.5, "num_inference_steps": 25, "seed": 7877 }
black-forest-labs@FLUX.1-dev/1049
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "woman and man working with tablet on the bench .", "guidance_scale": 3.5, "num_inference_steps": 35, "seed": 5535 }
black-forest-labs@FLUX.1-dev/105
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "view through plane window on the city", "guidance_scale": 3.5, "num_inference_steps": 25, "seed": 7877 }
black-forest-labs@FLUX.1-dev/1050
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "the family dog resting inside the home", "guidance_scale": 3.5, "num_inference_steps": 25, "seed": 7877 }
black-forest-labs@FLUX.1-dev/1051
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "endless desert washes on the way .", "guidance_scale": 3.5, "num_inference_steps": 25, "seed": 7877 }
black-forest-labs@FLUX.1-dev/1052
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "heart shaped sticky notes on the background", "guidance_scale": 3.5, "num_inference_steps": 25, "seed": 7877 }
black-forest-labs@FLUX.1-dev/1053
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "abstract background with patterns like flower or a symbol embossed on the surface metallic blue .", "guidance_scale": 3.5, "num_inference_steps": 25, "seed": 7877 }
black-forest-labs@FLUX.1-dev/1054
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "sunset overlooking river and mt .", "guidance_scale": 3.5, "num_inference_steps": 25, "seed": 7877 }
black-forest-labs@FLUX.1-dev/1055
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "fans are forced to wait to get into the festival as the crowds reach capacity", "guidance_scale": 4, "num_inference_steps": 35, "seed": 837 }
black-forest-labs@FLUX.1-dev/1056
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "composer and baseball player of hard rock artist performing on stage .", "guidance_scale": 4, "num_inference_steps": 35, "seed": 837 }
black-forest-labs@FLUX.1-dev/1057
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a skier jumps from a ramp , spins in mid air before landing successfully on snow", "guidance_scale": 4, "num_inference_steps": 35, "seed": 837 }
black-forest-labs@FLUX.1-dev/1058
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "view the church is called gothic structure and is one of the main churches", "guidance_scale": 4, "num_inference_steps": 35, "seed": 837 }
black-forest-labs@FLUX.1-dev/1059
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "horse grazing on a summer meadow in the forest outdoors", "guidance_scale": 3.5, "num_inference_steps": 35, "seed": 5535 }
black-forest-labs@FLUX.1-dev/106
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "little boy learn to write on a blackboard in the kindergarten or the classroom", "guidance_scale": 4, "num_inference_steps": 35, "seed": 837 }
black-forest-labs@FLUX.1-dev/1060
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "wave your wings in the air if you 're excited for western christian holiday !", "guidance_scale": 4, "num_inference_steps": 35, "seed": 837 }
black-forest-labs@FLUX.1-dev/1061
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "power line in the mountains", "guidance_scale": 4, "num_inference_steps": 35, "seed": 837 }
black-forest-labs@FLUX.1-dev/1062
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "medium waffle robe - wrap yourself in warmth with a pretty touch of lace !", "guidance_scale": 4, "num_inference_steps": 35, "seed": 837 }
black-forest-labs@FLUX.1-dev/1063
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "an old house wild west town", "guidance_scale": 4.5, "num_inference_steps": 20, "seed": 1025 }
black-forest-labs@FLUX.1-dev/1064
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "tropical home on stilts over water of the sea", "guidance_scale": 4.5, "num_inference_steps": 20, "seed": 1025 }
black-forest-labs@FLUX.1-dev/1065
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "musical artist performing live on stage at the music festival", "guidance_scale": 4.5, "num_inference_steps": 20, "seed": 1025 }
black-forest-labs@FLUX.1-dev/1066
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "when the modular concept is added to technology , wonderful things can happen .", "guidance_scale": 4.5, "num_inference_steps": 20, "seed": 1025 }
black-forest-labs@FLUX.1-dev/1067
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "boardwalk under an arch of trees", "guidance_scale": 4.5, "num_inference_steps": 20, "seed": 1025 }
black-forest-labs@FLUX.1-dev/1068
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "tribal tattoo on a man 's legs", "guidance_scale": 4.5, "num_inference_steps": 20, "seed": 1025 }
black-forest-labs@FLUX.1-dev/1069
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "river dries up with the arrival of winter season .", "guidance_scale": 3.5, "num_inference_steps": 35, "seed": 5535 }
black-forest-labs@FLUX.1-dev/107
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "spring flowers of the forest", "guidance_scale": 4.5, "num_inference_steps": 20, "seed": 1025 }
black-forest-labs@FLUX.1-dev/1070
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "the sun sets over river with a silhouette of a longtail boat .", "guidance_scale": 4.5, "num_inference_steps": 20, "seed": 1025 }
black-forest-labs@FLUX.1-dev/1071
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "town of skyline over roofs of historic buildings with the mountains in the background", "guidance_scale": 5.5, "num_inference_steps": 40, "seed": 2822 }
black-forest-labs@FLUX.1-dev/1072
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "fashion of the 1900s more", "guidance_scale": 5.5, "num_inference_steps": 40, "seed": 2822 }
black-forest-labs@FLUX.1-dev/1073
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "soldiers , leaders and members welcomed the 6th squadron", "guidance_scale": 5.5, "num_inference_steps": 40, "seed": 2822 }
black-forest-labs@FLUX.1-dev/1074
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a marquee outside art gallery is filled with market stalls selling arts , crafts and souvenirs", "guidance_scale": 5.5, "num_inference_steps": 40, "seed": 2822 }
black-forest-labs@FLUX.1-dev/1075
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "musical group performs onstage during day of festival .", "guidance_scale": 5.5, "num_inference_steps": 40, "seed": 2822 }
black-forest-labs@FLUX.1-dev/1076
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "take old monogrammed linens and turn them into pillows .", "guidance_scale": 5.5, "num_inference_steps": 40, "seed": 2822 }
black-forest-labs@FLUX.1-dev/1077
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "painting artist , drawn with a grid", "guidance_scale": 5.5, "num_inference_steps": 40, "seed": 2822 }
black-forest-labs@FLUX.1-dev/1078
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "biological species , in full bloom , the leaves give a good natural medicine", "guidance_scale": 5.5, "num_inference_steps": 40, "seed": 2822 }
black-forest-labs@FLUX.1-dev/1079
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "the city is particularly magical !", "guidance_scale": 3.5, "num_inference_steps": 35, "seed": 5535 }
black-forest-labs@FLUX.1-dev/108
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "the castle illuminated at night .", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 2954 }
black-forest-labs@FLUX.1-dev/1080
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a large stingray glides through the water surrounded by fish", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 2954 }
black-forest-labs@FLUX.1-dev/1081
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "celebrity and politician are reportedly moving to person -- the same neighborhood where the family will live when they vacate the white house .", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 2954 }
black-forest-labs@FLUX.1-dev/1082
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "blue water on the move", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 2954 }
black-forest-labs@FLUX.1-dev/1083
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "a peek inside latestinspired kitchen .", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 2954 }
black-forest-labs@FLUX.1-dev/1084
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "man pouring wine into glasses at a party", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 2954 }
black-forest-labs@FLUX.1-dev/1085
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "brook : hikers refresh at the cave of the spring", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 2954 }
black-forest-labs@FLUX.1-dev/1086
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
{ "caption": "hd video footage of hobby on an underwater coral reef", "guidance_scale": 4.5, "num_inference_steps": 35, "seed": 2954 }
black-forest-labs@FLUX.1-dev/1087
hf://datasets/ruojiruoli/Co-Spy-Bench@97f2bd5de6f2afd10208e25bfaddb3965fe1a068/cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz
End of preview. Expand in Data Studio

GitHub arXiv

CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI (CVPR 2025)

With the rapid advancement of generative AI, it is now possible to synthesize high-quality images in a few seconds. Despite the power of these technologies, they raise significant concerns regarding misuse. To address this, various synthetic image detectors have been proposed. However, many of them struggle to generalize across diverse generation parameters and emerging generative models. In this repository, we introduce Co-Spy-Bench, a comprehensive benchmark designed to evaluate the robustness and effectiveness of synthetic image detectors under a wide range of generative conditions.

head_figure

Features

Co-Spy-Bench highlights its diversity and comprehensive coverage of the latest generative models:

  • Captions are sourced from five real-world datasets: MSCOCO2017, CC3M, Flickr, TextCaps, and SBU.
  • Includes synthetic images generated by 22 different models, spanning a broad spectrum of architectures.
  • Varies generation parameters such as diffusion steps and guidance scales to enhance diversity.

Dataset Structure

Expand Dataset Structure
β”œβ”€β”€ cc3m
β”‚   β”œβ”€β”€ CompVis@ldm-text2im-large-256
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ CompVis@stable-diffusion-v1-4
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ PixArt-alpha@PixArt-XL-2-1024-MS
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ PixArt-alpha@PixArt-XL-2-512x512
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ black-forest-labs@FLUX.1-dev
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ black-forest-labs@FLUX.1-schnell
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ latent-consistency@lcm-lora-sdv1-5
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ latent-consistency@lcm-lora-sdxl
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ playgroundai@playground-v2-1024px-aesthetic
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ playgroundai@playground-v2-256px-base
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ playgroundai@playground-v2-512px-base
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ playgroundai@playground-v2.5-1024px-aesthetic
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ runwayml@stable-diffusion-v1-5
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ segmind@SSD-1B
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ segmind@SegMoE-SD-4x2-v0
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ segmind@small-sd
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ segmind@tiny-sd
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ stabilityai@sdxl-turbo
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ stabilityai@stable-diffusion-2-1
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ stabilityai@stable-diffusion-2
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ stabilityai@stable-diffusion-3-medium-diffusers
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”‚   β”œβ”€β”€ stabilityai@stable-diffusion-xl-base-1.0
β”‚   β”‚   β”œβ”€β”€ images_with_metadata.tar.gz
β”œβ”€β”€ flickr
β”‚   β”œβ”€β”€ ...
β”œβ”€β”€ mscoco
β”‚   β”œβ”€β”€ ...
β”œβ”€β”€ sbu
β”‚   β”œβ”€β”€ ...
β”œβ”€β”€ textcaps
β”‚   β”œβ”€β”€ ...

Typically, each folder contains a file named images_with_metadata.tar.gz, which includes synthetic images and their corresponding metadata. These are generated by a specific generative model using captions from the root folder.

For example, cc3m/black-forest-labs@FLUX.1-dev/images_with_metadata.tar.gz indicates that the data in this compressed file were generated by FLUX.1-dev using captions from the CC3M dataset.

images_with_metadata.tar.gz typically contains 5,000 synthetic images, along with the metadata used during their generation.

BibTex

If you find this work helpful, please kindly like ❀️ our dataset repo and cite πŸ“„ our paper.

@inproceedings{cheng2025co,
  title={CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI},
  author={Cheng, Siyuan and Lyu, Lingjuan and Wang, Zhenting and Zhang, Xiangyu and Sehwag, Vikash},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={13455--13465},
  year={2025}
}
Downloads last month
651