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A group of jellyfish swimming in the dark deep ocean. The black background contrasts with the bright white jellyfish. |
A group of cows grazes near the bank of a river. They are all directed to the left side of the image. Two in front are eating the grass. In the central background, a cow observes the back of the landscape. A black cow is going down a slope, so it is possible to see only part of its body. The sky is blue, with some clouds, and the water reflects the green color of the lawn. |
A blonde woman wearing brown shorts and a blue shirt walks along a trail in a mountainous region. The left side of the image is covered with foliage from plants native to the region. Behind the woman, two dogs walk. On the right side of the image, a black and white dog, and on the left side, a white dog. In the background you can see a hill. |
Herd of white and brown sheep eat hay. They face the right side of the image, where the hay is. One has its head covered in hay and is the first sheep from right to left. It is possible to see half of its back. Of the other sheep, it is possible to see only the upper part of their bodies. |
A group of black ducks are swimming in a lake looking in different directions. |
Three white birds flying in the sky of a black and white image |
Two birds rest on a large seawall. One is on a high part of a wall, while the other is on the lower part. The image has a sepia color, which refers to a cold or cloudy day. |
A hairless cat with blue eyes is lying on a blanket facing the front side. |
A kneeling blonde woman looks at the top of her Christmas tree in front of her, while her left hand touches the back of her dog, who looks towards the camera. Her right hand also touches another dog, but it is not possible to see its head in the image. The Christmas tree is decorated with golden elements, including the gift boxes below the tree. The dogs appear to be Siberian Rusk and both are white. The woman is wearing jeans, a white sweater with an open back and white socks. |
A blonde woman, with wavy hair, faces her dog on the left side of the image, which is also looking at her, while she hugs another dog exactly like the first, looking in the opposite direction. Both dogs look like Siberian rusks. In the background there is a large Christmas tree decorated with gold and white elements. In the background is a piano, and a glass window, through which you can see the outside area, which contains some hills. |
Two raccoons are inside a small wooden house with a sign that says raccoons. They observe the outside, with their heads facing the right side of the image. One of them's paw is on the other's arm. |
A group of camels is in a field with a cloudy sky in the background. In a semi-arid environment, with mountains in the background. The camel on the left of the image observes the right side, where the other camels are. The next camel is lying down, the third and fourth are lying down watching the back of the landscape. The last two are also lying down, looking at the back side. |
Three crocodiles lie on a gray floor in small rectangles. One of them faces forward, one on the left side of the image looks backward, and the one on the right is only able to see its tail and hind leg. The background is blurred in green colour. |
A herd of sheep are standing in a field with a black baby sheep lying down in front of them. On the right side of the image, two of them have black faces and their body color is a mix of white and brown. On the left side, we can see a sheep with a black head facing the left side and its body is hidden by another sheep in front of it. This other sheep is a mix of white and brown. The floor is covered with short grass. |
Two small birds inside a nest, open their beaks with their heads up |
two baby birds sleeping in a nest with leaves around them as background |
Two pandas sit back to back on bamboo leaves. The panda in front is feeding on the leaves. On the right side of the image you can see a fallen tree trunk, and in the background other plants. |
A white cat climbing a wire fence with dry leaves, reminiscent of the autumn season. In the image you can see wooden bars in the background, characterizing a rustic environment. |
Coffee shop with a logo fixed to the top of the window at the front, which illustrates a teapot serving coffee in a cup. The front and side windows are covered by a grille. In front there are circular tables, one black and one gray, each with a pair of chairs, for customers, and as decoration, next to the tables there is a vintage tent, built from an old vehicle apparently in blue, which carries the name sign of the store, "Namal Cuzzunkuk Cafe." |
A flock of birds flying over the water with the sun setting behind them. The water has a deep blue tone, and the hills, towers and buiding can be seen in the back groud under the gradient sky in predominat orange color |
Two Alaskan malamute dogs lean their heads against each other. While the one on the left looks at two puppies behind them, the other looks towards the front paw of the first. The two adults and one puppy are a mix of white and black, while the other puppy is a mix of brown and black. The background of the image is blue, and the ground is snowy. |
Group of three humpback whales swimming near the surface. The predominant color is blue and rays of light can be seen in the waters |
A group of dolphins is swimming heading towards the deep part |
Two dolphins swim together in the blue water close to the surface that shines with sun rays |
A woman diver swims with a group of four dolphins at the bottom of the blue gradient sea. She wears a majestic swimsuit covering her body and uses fins and apparent breathing equipment. |
Group of three women swim with numerous dolphins. They wear diving equipment, and in the left corner of the image, the woman holds equipment in her right hand, apparently a camera. The ocean and dolphins appear to be real, but the women are generated images, apparently |
On the left, a cow and on the right her calf, both brown, with white spots. The two are standing, looking to the right. The ground is partially covered in ice. They appear to be in a valley, as it is possible to see some hills in the background of this flat area. |
Two flamingos intertwine across their necks. The bird on the right side has its left wing open, which covers part of the other bird's right wing. The background contains plants with dark green foliage |
A herd of white and black sheep is in a field with a white house in the background, an old model. They face the camera, walking through the green grass and above they see two trees |
Two yellow dogs lying in a field of flowers. They both wear scarves tied around their necks. The dog on the left wears a blue scarf with dinosaur designs and the one on the right wears one with small flowers. The wildflowers are yellow and small. in the right corner there is a package of dog food |
Pigeon with body facing left side and head facing the camera. There is snow in the background and other pigeons a little out of focus in a line. Further in the background the image is even more blurred in yellow color |
Twins sit at the table, looking towards the open laptop screen. They both have exactly the same dogs, one on each side of the table. They both touch their dogs' heads. They both wear the same clothes, and shoes too. The position of both is the same. The one on the left rests his left arm under the table, and the one on the right rests his right arm under an open book. The dog on the right side is sitting, while the one on the left is lying down. In the background, you can see a black fence and several trees. |
Twin men sit at the table, looking towards the open laptop screen. They both have identical dogs, one on each side of the table. They both touch their dogs' heads. They both wear the same clothes, and shoes too. The one on the left rests his left arm under the table, and the one on the right rests his right arm under an open book. The dog on the right side is sitting, while the one on the left is lying down. In the background, you can see a black fence and several trees. |
Image with two dogs. Both are large, in brown, black and white. The dog on the left of the image observes the dog on the right, while the latter observes the laptop screen. They both have their tongues out of their mouths. The paws on the left side, front and back, touch the dog's front and back paws on the right. |
Twin brothers sitting on chairs, and with their dog, each on one side. The dog on the left side of the image is sitting, with its tongue out, the one on the right is being held partially on the lap of the man on the right, while the dog's legs are placed on the floor. The man on the left holds the laptop with his left hand, while his right hand is on his knee. Both brothers have a tattoo on their arms. In the background, a wooded landscape with small pine trees in the backyard, and outside the wooden fence, a green wooded area. |
Twin brothers watch the laptop screen. The one on the left of the image has the laptop in his left hand, and rests on his leg. Both have a dog next to them in black, white, brown. It is possible to partially see the dog's body on the left, while on the right we can see the head. Both brothers wear white wireless headphones and black shirts. Both have their right hands raised and opened. |
From a side view, two dogs can be seen lying on the ground. You can see its front paws and head, its right paw rests on the ground next to a notebook and a pen. Between the two dogs, there is a laptop on the floor. The dogs are large in black, white and brown colors. |
Two monkeys, one in front of the other, with their heads close to each other, and sitting on a tree branch. In the background, you can see green foliage, and trunks that apparently come from the same tree where they are. |
A herd of deer runs to the left side of the image. Only one of them has a horn. The image is in black and white and in the background you can see dry trees, which refer to a semi-arid scene. |
Four pigeons flying close to the ground. Three of them on the left are a mix of white and black colors, and the other is black. They fly in different directions and the image captures the movement of the wings opening and closing. In the background, you can see a mix of green colors, which contrast with dry leaves fallen on the ground. |
Three small cows on a short, green grassy area. One cow is facing forward, and the others, further back, appear to be feeding. In the background you can see large mountains and pine trees. |
Two cows graze on a hill covered in grass, and in the background you can see the blue sky, with few clouds. |
A dog lying down licks the jaw area of a dog that is sitting and with its right ear upright. The image is in black and white and the background is blurred. |
Two deer standing in the snow. The deer on the side has its neck turned and looks at the camera, while the one on the left looks out of the corner of his eye. Both are partially covered with snow. In the background you can see snow, and dry branches and trees. |
Two sandhill cranes are walking over a field, whose background, although blurred, is bright green and yellow. |
Two sea otters are swimming in the water with their heads up. The water partially reflects their heads, and the background of the image is blue, with white reflections. |
Two deer are standing in tall grass and one is looking at the camera. In the background, you can see the roof of a house and many trees with no foliage around them. |
Four calves graze in an area covered in short grass, with a few pieces of branches on the ground. The day is sunny, and they walk under some trees, and further down you can see an area without vegetation. |
Cowboy lifts the cowgirl. They both wear hats, jeans and sunglasses. She wears a white shirt and he wears a black one. They both have long hair. At the back, you can see horses in brown and white colors, running towards the couple. The background of the image is white |
A woman wearing a black burka and gloves, touches the face of a white horse on the left of the image and a brown one on the right. In the background you can see large rocks. |
Two pigeons, one gray on the left and one white and black on the right, rest between two carriages, on a yellow train with red stripes and figures. Below you can see the train springs and the number "470" on the track. The four windows visible in the image are protected by bars. |
Three deer are present in the image. The one on the right feeds on grass, while those in the center are close to a rustic building, made of stones and columns with broad bricks. One of them turns his head to scratch its back, while the other faces the back of the environment. The lawn and vegetation are illuminated by the sunlight. The place is probably a zoo. |
a mA group of Komodo dragons are observed from the top. One is on the right of the image, looking to the left, another is under a tree, and you can only see his head. But on the left of the image, it is possible to partially see the body of another |
A white and a caramel dromedary walk through the desert with their front paws tied by a rope. There is little vegetation. |
Two brown cows are lying under the grass and in the background you can see some trees, which are apparently pine trees. |
The image of three brown cows grazing under the lawn is observed from the right angle of the image, behind a tree. In the background, you can see some trees and some dry branches on the ground. The day seems cloudy, not rays of sunshine. |
A group of jockeys is running a race with their horses. On the left of the image, the jockey in a green shirt, has the number 5 on his horse's saddle. Further on, it is possible to see a jockey in an orange shirt, with the number 7 on his horse's saddle. At the bottom, it is possible to see more jockeys going even further ahead of them. At the bottom of the image you can see some white buildings and a light blue sky. |
Two owls are sitting on a branch with a wire fence in the background. The owl on the left side has the head turned to the other on the left side |
A flock of birds flying over a river, where there is a white double-decker ship. In the background, you can see what appears to be a monumental mosque and other Islamic-style buildings. |
A flock of sheep walk through a field. The image is in an orange tone, which refers to the sunset. In the background, you can see distant trees and mountains. |
A couple of monkeys, each with a baby, have their backs turned to the camera, and observe palm trees and unfinished constructions in the background of the image. The buildings are standardized with a rectangular window at the front and space at the top of the house. Below, the ground area, where there appear to be garages for each house. In the left corner, there is a yellow building, with a small visible window. The monkeys are sitting on what appears to be a small hill. |
Four birds fly overhead. The image is from the down to top angle. Three of them fly over the central region of the image. It is only possible to see the wing of the fourth bird, in the central area of the lower margin. The sky is blue, but in a faded tone, and the clouds are not dense, but they are a little dark. |
An image of a large dense cloud, and beige, white and grayish colors in some areas. The sky in the background is light blue. |
Large and dense cloud, covers the entire left part of the image, central, and partially the left part. The predominant color is gray, but in the central part there is lighting. |
Two white calves inside a pond, the one on the left has its back legs in the water, and its front legs out of the water starting its exit towards an incline where its mother is walking. The calf on the right is facing the right side and its head is not visible. At the bottom of the image and close to the pond, the ground is covered with grass. In the background, you can see several pine trees. |
The mother sheep and her offspring are visible on the left side of the image, looking towards the right side. The mother's horn is painted purple, there is a red spot on her wool below the neck, on the back, her wool is beige, and her cub's wool is white. The ground is covered with dry and green grass and in the background you can see several small rocks. |
Two seals swim with their heads out of the water, keeping only their bodies submerged. Both keep their eyes closed. It's a sunny day and the water is green and bright. |
A herd of deer grazing on the grass of a hill, with wavy ground and bright green. Near the valley, it is possible to see many pine trees, in a dark green tone, which contrasts with the grass. Further in the background, a mountain covered in pine trees. Next to the servos there are several solar energy panels. |
Two white dogs on the right side, tied to each other by their collars, rest on a remaining piece of cut trunk, covered in mud, and behind them, a wooded area. |
Numerous jellyfish swim at the bottom of the ocean, which is completely dark. The black background gives the impression of points of blue light in the jellyfish. |
A deer with its back toward the camera, looks to the upper right. A black bird rests on its nose. The background of the image is blurred in a dark green tone and there are some points of light. To the left of the image, you can see a tree trunk, close to the deer. |
A brown dog with a long nose and ears sleeps on the bench next to the window. On the right, a gray and white cat looks towards the roof of the neighboring house through the window glass. Oh, it's a sunny day. Below the cat's tail, you can partially see a chair with a domed back. |
A flock of sheep grazes in a mountainous region on a lawn of shining green. In the background, you can see a building that resembles a castle and people are walking on the stairs and around the outside area. |
Top view of the top of a mountain, where a flock of sheep grazes, illuminated by sunlight. Between the mountains in the background, you can see a valley, where there is a small town. |
A flock of birds with long legs and beaks and white feathers walk close to the surface of a pond, towards the bottom of the image, some birds are in the water with their legs partially covered, they drink the water. |
Birds flying in different directions are seen in the blue sky, at an angle from bottom to top, you can see trees, which resemble palm trees, and around, you can see some trees. |
A ray rests on a rock formation at the bottom of the sea. The surface of the stone is white with smaller pebbles embedded in black, pink and orange. Deeper in the background, you can see the deep blue of the sea. |
Three ginger cats sleep on an old wooden floor. The cats are seen from the front. From the right angle, the cat on the left is facing away. A close-up of lights illuminates the cats and in the background of the image an ivory-colored chair can be partially seen. |
A herd of white and brown horses, and in the background of the image, on the right side, a cowboy leads them on his white horse. Dust is in the air |
Top view of two dolphins swimming on the surface of the deep blue illuminated sea. |
Top view of two dolphins swimming on the blue sea surface with white dots |
Four ducks swim on the surface of a river. One of them faces the camera, has brown, gray and black feathers on its body, and its neck and head are dark green. Drops of water are on its face, and in the background other ducks swim in the late afternoon. |
Five horses, two brown and three white, run towards the left side of the image. The floor is made of earth. The wall at the back is unfinished, and above it, there are pieces of rustic wood and two red brick columns. |
Four horses watch the camera from the corner of their eyes on the right side. In the background, you can see a roof with a clay roof and columns covered in red clay bricks. In the background, a concrete wall made of gray blocks and a house on the opposite side of the wall, orange with white edges, and a grille covers the window from the front of the house. The day is sunny |
A heron stands on the shore of a lake, on dry grass and yellow flowers. There is a rainbow in the background, which appears to be inflatable, surrounded by buildings and to the right of the image we can see several trees. Two swans swim on the surface of the lake |
A brown calf is standing, its mother is nearby, but its head is not visible, it is covered by a white concrete construction column. The Cub keeps its head between the bars of the fence, and has a water tank on its right side. |
From a side view, four deer on the grass, the one on the left feeds on the grass, one in the center of the image, has its body turned to the right and observes something in the same direction. A deer, in front, on the right, also looks in the same direction, and the other has its body pointed to the right, but looks towards the camera. In the background, you can see several trees with thin trunks and branches, and bright green leaves. |
Two white horses with colorful ornaments of blue, red, orange and green, look towards the ground and have their faces touching each other. The background of the image is blurred green and white. |
A striped gray cat has its face turned down, and its eyes look at the ginger cat next to it, which kisses it. |
A cowboy wearing black clothing and a hat sits on his brown horse in a lake. The water covers the legs of his horse, whose body is pointing to the right. To the right, a dog approaches the horse cautiously. It reflects the image, and the background is a mix of black and orange, with dark mountains, which are apparently the sunset. |
A group of elephants walks in different directions, and in front of them, a group of zebras also walk in different directions. The ground is covered with grass, and in the background you can see a tree on the left, with a trunk and thin branches, with green leaves, and the blue sky with a large cloud. |
A stuffed giraffe faces the camera. Its background is blurred, and there are several lights that illuminate the image in orange, blue, white and red. |
The mother sheep and her lamb are close to a building made of rustic wood, which is on the right of the image. The sheep looked towards the camera. The background image is blurred. The image is in black and white. |
An adult white sheep with black spots has two cubs, one on each side. The one on the right side of the image looks towards the camera, and the one on the left feeds on the long grass. Further to the left, you can partially see the body of another sheep, which appears to be an adult. The grass is big and green and some is dry. |
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Microcosmos Dataset
This dataset consists of a carefully curated collection of Creative Commons (CC0) images or similar, combined with both synthetic and human-generated captions. It was assembled to facilitate the training of diffusion models with a focus on efficiency and ethical data practices. The dataset was compiled over several months, highlighting the dedication to responsible data collection and management. Dataset Details Dataset Description Microcosmos is designed to train high-performance diffusion models using a smaller, yet diverse, dataset. It includes high-resolution 768x768 images sourced from various Creative Commons platforms. These images are complemented by a mix of synthetic and human-generated captions, providing a robust foundation for generating and evaluating images.
Data Sources and License
The images in this dataset have been sourced from the following platforms:
Pexels: pexels.com Unsplash: unsplash.com opengameart.org: opengameart.org Met Museum Open Access: metmuseum.org KissCC0: kisscc0.com LIBRESHOT libreshot.com
Although the dataset primarily consists of CC0 and permissive content, only images that explicitly permit redistribution will be made available. In alignment with site policies and creators' preferences, images without explicit redistribution permissions will be indexed but not redistributed. If you are the rights holder and believe an image has been included in error or wish to raise concerns, please reach out to us via email for review. Non-redistributable content: https://unsplash.com/data/lite/latest
Many old car models no longer have active patents, allowing their use in creations, such as generative AI models, without infringing intellectual property rights. No explicit images of cars or aircraft have been added to the training so far, but if they are, they will be considered car models until the 2000s. In Brazil, the protection of a vehicle design is granted through an industrial design registration, and its duration is different from invention patents. According to the Industrial Property Law (Law No. 9,279/1996), industrial designs are protected for an initial period of 10 years from the date of filing. This period can be extended for up to three consecutive periods of 5 years each, totaling a maximum of 25 years of protection.
AI-generated images present legal uncertainties in Brazil, particularly concerning the country’s copyright law (LDA) and the General Data Protection Law (LGPD), which restricts the use of personal data in training algorithms. Whether AI-generated images are considered derivative or transformative will determine their legal standing and potential use in training other models. To avoid conflicts, AI-generated content has not been included in this dataset. As AI-generated images become more common many free content sites, such as those used in research so there may be the unintentional appearance of this type of content. If any AI-generated images are included, they must meet the criteria of being transformative, original, and non-individualized, as per LGPD and LDA requirements.
Dataset Structure
The dataset is organized into multiple subsets, each containing images categorized by a theme. The dataset's structure ensures efficient training of diffusion models while maintaining a balance between image diversity and dataset size. This organization helped in the process of mixed captions.
NLP: English (en)
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