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Flying among clouds and stars, kitten Max discovered a world full of winged friends. Returning home, he shared his stories and everyone smiled as they imagined flying together in their dreams.
Sun Sep 3 12:27:44 2023
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Use a clean and modern font for the text "Relate Reality 101." Add a small, stylized heart icon or a thought bubble above or beside the text to represent emotions and thoughts. Consider using a color scheme that includes warm, inviting colors like deep reds, soft blues, or soothing purples to evoke feelings of connection and intrigue.
Wed Sep 13 18:15:30 2023
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dancing sticks .screen size must be 9:16
Thu Sep 21 18:00:43 2023
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promt robots hugging
Fri Aug 18 04:47:26 2023
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ridley scott space documentary, 2020
Sat Sep 2 22:50:12 2023
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wide shot ostrich roaming Iceland
Thu Oct 19 09:07:17 2023
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a dark and ominous forest, heavy rain pouring down. Thunder rumbles in the distance as the camera pans through the wet, glistening leaves. fantastic,fairy, sureal, 4k, --ar 9:16
Sun Oct 8 23:33:08 2023
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video 4k Message: 1 Attachment
Mon Oct 9 14:09:56 2023
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zoomed out, sideview of an Grey Alien sitting at a computer desk
Tue Oct 24 20:24:21 2023
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giant army with swords and bows in the desert, top view from afar
Tue Oct 24 09:33:02 2023
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minimalist, vintage, camera, digital art
Wed Dec 20 02:39:48 2023
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dc649a7d-1eb1-55b8-817d-ca5e85193472
kenyans at a gorgeous green golf course teeing off, rolling hills and stunning greens on a sunny day, golf buggy and caddy
Thu Sep 28 02:49:50 2023
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An underwater world with realistic fish and other creatures of the sea.
Thu Dec 14 06:03:13 2023
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The letter A walking in 3D and Walt Disney style -ar 16:9
Wed Nov 1 01:04:23 2023
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majestic bear standing amidst an enchanted forest, where trees are adorned with glowing vines and fireflies illuminate the lush surroundings
Mon Aug 28 15:47:59 2023
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A man hiden full in long black cote shoot with his gun 2d animation,Disney 8k Hd
Sun Oct 29 18:04:44 2023
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photorealistic roman soldier fighting in celtic warrior in the Scottish Highlands
Fri Aug 4 00:09:07 2023
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a 1982 music video clip of a basement with a teenage boy on his computer , -FPS 30
Tue Oct 31 07:07:44 2023
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MEDIUM: 3D animation, 2D animation, Cinematic Film, Animation, Cartoon, STYLE: Pixar, Dreamworks, Animation, anime, Spiderverse, Incredibles, Murakami SCENE: A space themed open aired food stand on a it’s own meteorite, a galactic sushi bar and ramen stand, kooky, fun, colorful ACTION: Spaceships flying in the background, twinkling stars, moving milkyways MODULATE: Shooting stars, space ship boosters, colorful milkyways PARAMETERS: Details to follow Message: 1 Attachment
Thu Jan 4 07:20:31 2024
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A bored chimp watching TV
Thu Jul 13 08:09:41 2023
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closeup shot of raining on a stone
Fri Feb 9 19:25:52 2024
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a student putting his phone aside and looking around with a smile on his face Slowmotion transition
Thu Aug 31 22:32:39 2023
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miami hip hop boy and girl rappers sitting on chair on the middle of the road with sunglasses, slow motion, camera far, -camera pan right, -fps 24 -ar 16:9 , 4k, cinematic, photorealistic
Thu Sep 14 18:51:44 2023
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Create a hilarious image where Albert Einstein, with his trademark wild hair, is hosting a zany science comedy show. He stands on a stage cluttered with oversized test tubes, beakers, and rubber chickens, while a rambunctious audience of scientists bursts into laughter at his physics-related jokes. A blackboard behind him is filled with amusing equations and doodles
Fri Sep 8 20:15:37 2023
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Bigfoot rides in a spaceship
Sat Jul 29 04:07:09 2023
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desert -ar 9:16
Tue Aug 15 10:14:15 2023
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fire effect, fast movement, magnificent effect, editing
Wed Oct 4 01:37:18 2023
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Hodr sitting and waiting -fps 24 -ar 9:16 -Motion 4
Wed Nov 29 05:33:46 2023
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big screen with the dark space and stars
Wed Nov 29 12:48:36 2023
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silver metallic robots at walmart, night -ar 16:9
Thu Sep 21 05:37:29 2023
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Communist Revolution in Moscow
Mon Nov 20 20:11:55 2023
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9e5aa370-7930-5fb9-8346-ac33ccbe26af
Bonfire, relaxing time, calm space, quiet night, firelight
Tue Dec 19 21:00:53 2023
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a beautiful lady walks to the shower and turns into a robot
Sat Sep 23 18:57:46 2023
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/imagine prompt:In Uzbekistan, September 1st is Independence Day, celebrated with parades and cultural displays A landscape with A secluded pebble beach with a rocky backdrop With a warm orange glow from a nearby campfire --v 4 --ar 16:9
Sun Aug 27 04:19:13 2023
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zoom in on a angry male with a laptop
Fri Jan 19 01:19:43 2024
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a golden cat on building roof , city sunset , stop motion, stop motion
Wed Aug 16 12:56:29 2023
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rock concert lights
Thu Sep 7 01:13:44 2023
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a teacher trying to explain the A.I. to a sleepy students
Mon Oct 16 21:35:11 2023
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Fantasy characters from a role game of dragons entering a cave where an elf is sitting writing and smiling at you. Realistic. Colourful.
Thu Dec 14 06:23:14 2023
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an A frame wood and glass cottage off the coast of Mexico
Wed Feb 21 00:46:18 2024
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flock of goose eating on the lake water -seed 6350073
Wed Dec 20 11:12:06 2023
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a realistic video of a gray and white cat playing with a butterfly in a beautiful garden. The light is natural and soft, cinematic
Mon Dec 25 02:11:07 2023
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zoom into a woman looking out of the window before dawn
Fri Sep 8 23:26:55 2023
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Thousands of random objects falling from the sky.
Tue Dec 19 22:10:13 2023
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ac835286-bd02-580c-9149-41e0391bd9e1
man picks up a gaming joystick from a shelf of a store
Mon Sep 11 05:44:05 2023
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warren buffett sitting and sad on charlie munger passing away
Wed Nov 29 11:07:18 2023
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mac miller floating in space as a astronaut with planits spinning in the backround -camara zoom out-
Mon Nov 13 00:11:30 2023
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cute anime animals dancing, cinematic shot, hand drawn
Wed Jul 26 23:32:05 2023
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Cinematic and arcitectual rendering of a round oak house japaneese style in the forrest, all beige and moody tones, a little samurai girl sitting with her friends outside
Sat Nov 11 20:49:05 2023
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cinematic depiction of lord shiva, close up, mountain view wide angle, surreal --ar 16:9
Wed Jul 12 18:36:50 2023
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waves crashing on a sandy beach, overhead shot Message: 1 Attachment
Tue Dec 12 12:33:14 2023
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-haunted Depict the dimly lit interior of the cabin -10 motion -24 fps
Wed Sep 6 06:02:43 2023
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cat flying over the rainbow
Tue Aug 8 18:12:33 2023
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White clouds are floating in the blue sky and two birds are flying,-motion 3 Message: 1 Attachment
Fri Dec 15 21:45:16 2023
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cheer
Mon Oct 9 04:55:08 2023
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a real beautiful goth woman 9:16
Thu Sep 21 12:42:03 2023
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jeune homme reussite envie fort
Tue Dec 19 21:16:56 2023
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humans doing exercises
Fri Oct 27 20:59:42 2023
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Deep space, a meteorite belt, a spaceship flew by
Tue Aug 1 11:24:00 2023
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avant garde ultra realistic fashion beauty photo editorial, wearing shiny black fabric suit in a studio,
Sat Oct 21 14:58:47 2023
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Stylization: drama. A young guy in jeans and a green bomber jacket is covered in multi-colored paint from head to toe. Darkness gradually consumes
Tue Oct 17 20:24:01 2023
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a spiral of stars above the mountain in a night sky, in the style of time lapse, evocative environmental portraits, emphasis on linear perspective, transcendent, 8k
Fri Aug 11 04:13:24 2023
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A 1 minute video of Real Chinese young and beautiful girls singing captured by cameras
Mon Oct 23 10:56:34 2023
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a woman is speaking
Tue Oct 31 15:04:37 2023
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thinking about the dark side
Thu Sep 7 21:05:07 2023
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spiders floating
Tue Jul 11 12:30:40 2023
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leaves falling, slowly blinking, gently turning the pages, a girl is sitting under a tree with a book in her hands and reading it, gentle wind, anime style
Fri Oct 20 23:35:42 2023
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close-up, ultra detailed visually rich concept art illustration of the illusion of separateness, luminous and enchanting, dark and eerie, lit dark fantasy realm, (((rule of thirds))) depth of field intricate details, fantastical realm, extremely detailed, ultra sharp focus, light particles, attention to detail, grandeur and awe, cinematic, stunning visual masterpiece, double exposure, photorealistic, cinematographic scene, highest quality, 32k, octane render. Lekrot. -fps 24 -motion 1 -camera zoom in -ar 16:9
Tue Dec 26 08:33:42 2023
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black girls wearing dresses playing double Dutch jump rope in California on Friday 12pm with friends cinematic effect steadicam
Sat Dec 16 02:16:41 2023
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girls dancing ballerina, evil ballerinas, covered in blood, long, black hair spirits, lots of movement , in a bloody stage, smoke in the background , creepy, spiritual dance 
Tue Sep 26 08:42:27 2023
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The background features a layered gradient, starting with cobalt blue gradually blending into teal, transitioning to dark blue and deep black. The lower half is filled with a pointillism effect, creating a shimmering moonlight sensation. On the left, the upper half displays a rainbow with blurred boundaries. On the bottom right, there is a girl in a white dress running, holding up the hem of her skirt with one hand and carrying three balloons in different shades of Mauve color.
Sun Dec 10 21:25:52 2023
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A dark and stormy night, Batman and his arch-nemesis locked in a fierce battle atop a crumbling skyscraper.
Fri Aug 4 00:09:22 2023
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:the loving energy that emanates from the heavens. sunlight and beauty. mystical, magical, spiritual, golden spirals, amethyst spirals, emerald spirals, rose petals, Lions, Dragons.
Wed Dec 27 05:45:32 2023
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gingerbread house from Hansel and Gretel - camera hand held
Sat Oct 7 17:12:27 2023
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Generate images representing the debated legacy of Cleopatra. Show historians engaged in discussion or debate about her burial with Mark Antony, highlighting the uncertainty and mystery surrounding her final resting place.
Wed Feb 14 22:00:10 2024
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shared memory
Sat Dec 30 13:45:51 2023
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close up on a rose blooming in timelapse ultra realistic cinematic high detail
Thu Nov 30 00:36:12 2023
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fairies flying through puppy forest at night, 4K -ar 1:1
Mon Aug 21 06:05:24 2023
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logo of the happy dog with bone
Wed Dec 13 18:36:07 2023
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Snow cold Message: 1 Attachment
Tue Nov 28 09:38:13 2023
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A cavalry army attacking with Archery
Sun Dec 3 20:32:24 2023
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UwU girl, girl is 23 years old, bikini, nice booty and juicy breast
Thu Sep 28 02:57:15 2023
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0.00213
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50a1fa89-3a42-5934-8553-e62f43f89852
Jesus standing in the middle of a bad rain storm in the ocean
Sat Aug 26 01:33:12 2023
0.0089
0.00019
0.00115
0.00147
0.00011
0.00007
22b0105a-d420-50ea-9fe6-a02bf83427ff
a cute little boy in yellow jumpsuit in a purple background saying somthing
Sun Dec 17 03:25:52 2023
0.00068
0.0003
0.00021
0.00033
0.00006
0.00008
c7b708d5-b2b1-531f-8f20-ee56ab64f546
space marine running and firing.
Fri Jul 28 15:31:14 2023
0.08543
0.0008
0.0018
0.00186
0.08408
0.00038
ada2999e-b161-5f71-a054-c7e90dfbd417
a hotty burger with details
Fri Sep 8 01:51:30 2023
0.0024
0.00249
0.00037
0.00127
0.00029
0.00021
a02ffd85-b174-541a-a115-f2a6919c21e2
Depressed 35-year-old man, sitting in front of his computer with a glass of beer next to him, it is night and the moonlight comes through the window, moving the curtain in a soft breeze
Sat Feb 10 10:08:25 2024
0.00578
0.00059
0.00027
0.00307
0.00023
0.00025
a6a8b225-995f-5a2e-aa0f-c0ce2bfeb4db
two sensual teenage girls fairies glowing so sexy kissing so sensual beautiful shot
Sat Aug 12 07:48:06 2023
0.90302
0.21608
0.02663
0.04068
0.00295
0.85638
3bb5effb-fc26-521e-9fe2-a82f902cf365
a Van Gogh painting of a Zebra running towards a Coca-cola bottle
Thu Jul 6 07:40:34 2023
0.00062
0.00118
0.00021
0.00085
0.00012
0.00009
16762c6e-6443-5ecf-82b1-a8600fd97be9
huge explosion above sea. hurricane. tsunami. Rainy . dark dystopian cinematic style. aspect ratio: 16:9.
Tue Oct 31 19:57:34 2023
0.0031
0.00243
0.0009
0.00171
0.00021
0.00011
300063b3-9ca2-5def-9f3f-c5ee0711840d
The witcher Geralt of Rivia stands in an embrace with Zirael
Sat Feb 10 20:40:11 2024
0.0187
0.00478
0.00058
0.02457
0.00065
0.00035
209f1c23-730f-5000-83fc-d1b68f1a7643
grainy, 80's dark fantasy, 80's movie, goblins walking in a line down a foggy cave, crystals
Thu Oct 26 08:48:08 2023
0.00069
0.00018
0.00016
0.00027
0.00004
0.00003
5c73895b-aaaa-5079-8eb0-9292e6f99d02
a mystical woman shuffling tarot cards
Thu Sep 7 03:02:57 2023
0.02531
0.00161
0.00346
0.0083
0.00033
0.00095
513447de-9296-5e8a-ace2-5ab41f691835
grey aliens invanding houses
Mon Dec 4 06:10:14 2023
0.28102
0.00635
0.16116
0.04411
0.00471
0.00094
39c4ce19-5c83-5c46-90ab-de7453a136f2
n64 gameplay
Sat Jan 6 11:51:39 2024
0.00068
0.00287
0.00045
0.00292
0.00023
0.00013
78484276-4ff2-59c4-b894-2eb7c6142603
Make a breakdancing dragon
Mon Dec 11 05:56:14 2023
0.02641
0.00071
0.00081
0.00122
0.01565
0.00027
0df27c4b-7bb7-576c-adef-66542363c82c
Russian tourists in restaurants Sri Lanka Message: BKYC OCTPOBA (Font: MODERN)
Sat Jan 20 12:55:54 2024
0.00048
0.00699
0.00267
0.0047
0.00047
0.00027
549a5812-3dcf-5839-8207-7124ea0f157b
Mediaval age, Sharp features, cinematic, A old ring is on the table
Wed Sep 13 03:07:28 2023
0.00067
0.00099
0.00026
0.00095
0.0001
0.00008
1634070d-3d72-556d-ad99-c47744fbfcfe
Make the background and characters move
Tue Dec 5 15:41:38 2023
0.00036
0.00035
0.0002
0.0003
0.00008
0.00005
bf72c287-ca28-5b0a-b90e-2f22b7da5095
funny people laugh and no quirky please, in a cartoon style character
Sat Nov 11 17:47:42 2023
0.01038
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0.00018
0.0038
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0.00011

Summary

This is the dataset proposed in our paper VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models (NeurIPS 2024).

VidProM is the first dataset featuring 1.67 million unique text-to-video prompts and 6.69 million videos generated from 4 different state-of-the-art diffusion models. It inspires many exciting new research areas, such as Text-to-Video Prompt Engineering, Efficient Video Generation, Fake Video Detection, and Video Copy Detection for Diffusion Models.

Directory

*DATA_PATH
    *VidProM_unique.csv
    *VidProM_semantic_unique.csv
    *VidProM_embed.hdf5
    *original_files
        *generate_1_ori.html
        *generate_2_ori.html
        ...
    *pika_videos
        *pika_videos_1.tar
        *pika_videos_2.tar
        ...
    *vc2_videos
        *vc2_videos_1.tar
        *vc2_videos_2.tar
        ...
    *t2vz_videos
        *t2vz_videos_1.tar
        *t2vz_videos_2.tar
        ...
    *ms_videos
        *ms_videos_1.tar
        *ms_videos_2.tar
        ...
    *example

Download

Automatical

Install the datasets library first, by:

pip install datasets

Then it can be downloaded automatically with

import numpy as np
from datasets import load_dataset
dataset = load_dataset('WenhaoWang/VidProM')

Manual

You can also download each file by wget, for instance:

wget https://huggingface.co./datasets/WenhaoWang/VidProM/resolve/main/VidProM_unique.csv

Users from China

For users from China, we cooperate with Wisemodel, and you can download them faster from here.

Explanation

VidProM_unique.csv contains the UUID, prompt, time, and 6 NSFW probabilities.

It can easily be read by

import pandas
df = pd.read_csv("VidProM_unique.csv")

Below are three rows from VidProM_unique.csv:

uuid prompt time toxicity obscene identity_attack insult threat sexual_explicit
6a83eb92-faa0-572b-9e1f-67dec99b711d Flying among clouds and stars, kitten Max discovered a world full of winged friends. Returning home, he shared his stories and everyone smiled as they imagined flying together in their dreams. Sun Sep 3 12:27:44 2023 0.00129 0.00016 7e-05 0.00064 2e-05 2e-05
3ba1adf3-5254-59fb-a13e-57e6aa161626 Use a clean and modern font for the text "Relate Reality 101." Add a small, stylized heart icon or a thought bubble above or beside the text to represent emotions and thoughts. Consider using a color scheme that includes warm, inviting colors like deep reds, soft blues, or soothing purples to evoke feelings of connection and intrigue. Wed Sep 13 18:15:30 2023 0.00038 0.00013 8e-05 0.00018 3e-05 3e-05
62e5a2a0-4994-5c75-9976-2416420526f7 zoomed out, sideview of an Grey Alien sitting at a computer desk Tue Oct 24 20:24:21 2023 0.01777 0.00029 0.00336 0.00256 0.00017 5e-05

VidProM_semantic_unique.csv is a semantically unique version of VidProM_unique.csv.

VidProM_embed.hdf5 is the 3072-dim embeddings of our prompts. They are embedded by text-embedding-3-large, which is the latest text embedding model of OpenAI.

It can easily be read by

import numpy as np
import h5py
def read_descriptors(filename):
    hh = h5py.File(filename, "r")
    descs = np.array(hh["embeddings"])
    names = np.array(hh["uuid"][:], dtype=object).astype(str).tolist()
    return names, descs

uuid, features = read_descriptors('VidProM_embed.hdf5')

original_files are the HTML files from official Pika Discord collected by DiscordChatExporter. You can do whatever you want with it under CC BY-NC 4.0 license.

pika_videos, vc2_videos, t2vz_videos, and ms_videos are the generated videos by 4 state-of-the-art text-to-video diffusion models. Each contains 30 tar files.

example is a subfolder which contains 10,000 datapoints.

Datapoint

Comparison with DiffusionDB

Click the WizMap (and wait for 5 seconds) for an interactive visualization of our 1.67 million prompts. Above is a thumbnail.

Please check our paper for a detailed comparison.

Curators

VidProM is created by Wenhao Wang and Professor Yi Yang.

License

The prompts and videos generated by Pika in our VidProM are licensed under the CC BY-NC 4.0 license. Additionally, similar to their original repositories, the videos from VideoCraft2, Text2Video-Zero, and ModelScope are released under the Apache license, the CreativeML Open RAIL-M license, and the CC BY-NC 4.0 license, respectively. Our code is released under the CC BY-NC 4.0 license.

Citation

@article{wang2024vidprom,
  title={VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models},
  author={Wang, Wenhao and Yang, Yi},
  booktitle={Thirty-eighth Conference on Neural Information Processing Systems},
  year={2024},
  url={https://openreview.net/forum?id=pYNl76onJL}
}

Contact

If you have any questions, feel free to contact Wenhao Wang ([email protected]).

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