Datasets:
id int64 1 50 | image imagewidth (px) 1.02k 1.34k | category stringlengths 7 31 | prompt stringlengths 185 389 | width int64 1.02k 1.34k | height int64 768 1.02k |
|---|---|---|---|---|---|
1 | object_recognition | A photorealistic overhead photograph of a wooden kitchen table with a red apple, a yellow banana, a blue ceramic mug, a closed notebook, a silver key, and a pair of black glasses. Every object is clearly separated and visible, natural daylight, realistic textures, sharp focus. | 1,024 | 1,024 | |
2 | material_recognition | A still life arrangement of six objects: a transparent glass bottle, a polished steel spoon, a rough wooden cube, a red plastic ball, a folded cotton cloth, and a ceramic bowl. Studio photography, neutral gray background, detailed material textures. | 1,024 | 1,024 | |
3 | fine_grained_recognition | An overhead photograph of a fruit market display containing mangoes, avocados, kiwis, lemons, red grapes, blueberries, dragon fruit, and a halved pomegranate. Each fruit is distinguishable, vibrant natural colors, realistic food photography. | 1,024 | 1,024 | |
4 | counting | Exactly five red ceramic apples arranged in a straight horizontal line on a white table. All five apples are fully visible and equally spaced. Minimalist studio photography, front view. | 1,024 | 1,024 | |
5 | spatial_relationships | A photorealistic living room scene. A brown dog is sitting to the left of a wooden chair. A white cat is sleeping underneath the chair. A green ball is positioned in front of the dog. Clear spatial separation, natural lighting. | 1,024 | 1,024 | |
6 | actions | A professional chef wearing a white apron pours soup from a stainless steel saucepan into a ceramic bowl. Steam rises from the bowl. A wooden spoon and fresh herbs are on the counter. Candid documentary photography. | 1,024 | 1,024 | |
7 | complex_scenes | A busy outdoor farmers market on a sunny morning. Several vendors sell vegetables and flowers from wooden stalls. A woman carries a shopping basket, a child points at colorful flowers, and a man examines fresh tomatoes. Bicycles are parked nearby. Wide documentary photograph, realistic details. | 1,216 | 832 | |
8 | multiple_activities | A realistic photograph of a modern open-plan office. One employee is typing on a laptop, two colleagues are discussing documents near a whiteboard, another person is talking on the phone, and someone is carrying a cardboard box. Several monitors and office plants are visible. | 1,216 | 832 | |
9 | environmental_context | A cinematic photograph of a crowded city street at night during heavy rain. Pedestrians walk with umbrellas, yellow taxis pass through wet intersections, neon shop signs reflect in puddles, and a cyclist waits at a traffic light. Atmospheric urban photography. | 1,216 | 832 | |
10 | ocr_handwriting | A close-up photograph of a coffee shop chalkboard menu. It clearly displays the handwritten words: ESPRESSO $3, LATTE $4, CAPPUCCINO $4.50, and TEA $2.50. A small coffee cup drawing decorates the corner. Front-facing composition. | 1,024 | 1,024 | |
11 | ocr_multiple_sources | A realistic urban street photograph showing a bookstore storefront with a sign reading CITY BOOKS, a nearby red STOP sign, a blue street sign reading OAK STREET, and a poster in the window reading SUMMER SALE 20% OFF. All signs are legible. | 1,216 | 832 | |
12 | event_inference | A realistic photograph of a kitchen floor with a broken drinking glass, a puddle of orange juice, several scattered orange slices, and an overturned wooden chair. A kitchen towel lies nearby. No people visible. Natural indoor lighting. | 1,024 | 1,024 | |
13 | contextual_clues | A snowy public park with a wooden bench, a black umbrella resting on the bench, muddy footprints leading toward it, and a half-frozen puddle nearby. Bare trees in the background, overcast winter daylight, realistic photography. | 1,024 | 1,024 | |
14 | unusual_situations | A photorealistic image of a penguin standing inside a shopping cart in the middle of a modern supermarket aisle. Shelves are filled with cereal boxes and canned food. A shopper in the background looks surprised. Realistic lighting and photographic style. | 1,024 | 1,024 | |
15 | low_light | A very dimly lit bedroom desk at midnight. A laptop screen provides the only significant light source. A coffee cup, notebook, headphones, and smartphone are barely visible on the desk. Realistic low-light photography, visible shadows and image noise. | 1,024 | 1,024 | |
16 | occlusion | A still life photograph of several objects partially overlapping each other: a red ball behind a transparent glass bottle, a yellow toy partially hidden beneath a folded blue cloth, and a small clock behind a stack of books. Neutral studio background. | 1,024 | 1,024 | |
17 | camera_perspective | A perfectly vertical aerial photograph of a busy city intersection. Several cars, cyclists, pedestrians, crosswalks, traffic signals, and road markings are visible from directly above. Geometric urban composition, sharp details. | 1,216 | 832 | |
18 | technical_environments | A realistic scientific laboratory workbench containing a microscope, glass beakers, test tubes filled with colored liquids, a digital thermometer, safety goggles, and a laboratory notebook. A scientist wearing blue gloves holds a pipette. Detailed scientific documentary photography. | 1,216 | 832 | |
19 | fine_visual_details | A close-up photograph of a vintage wooden desk containing three analog clocks, a pocket watch, a calendar showing October 30, and a small brass compass. The clock faces have clearly visible hands and numerals. Detailed macro photography. | 1,024 | 1,024 | |
20 | comparative_scene_understanding | A single realistic photograph of a kitchen counter divided into two contrasting halves. The left half is clean and organized with neatly arranged utensils, labeled jars, and folded towels. The right half is cluttered with dirty dishes, spilled flour, open containers, and scattered cooking tools. Symmetrical wide compos... | 1,216 | 832 | |
21 | reflections | A photorealistic bathroom scene showing a person standing in front of a large mirror, with a toothbrush, toothpaste, soap dispenser, and folded towel on the sink. The mirror reflects the room accurately, with realistic reflections and natural lighting. | 1,024 | 1,024 | |
22 | transparency | A studio photograph of a transparent glass pitcher filled halfway with water, two empty wine glasses, a clear glass vase containing white flowers, and a transparent glass marble on a white surface. Detailed refraction, realistic highlights and shadows. | 1,024 | 1,024 | |
23 | shadows | A minimalist photograph of a wooden chair, a potted plant, and a small table near a window. Strong afternoon sunlight casts long, sharply defined shadows across the floor and wall. Realistic architectural photography. | 1,024 | 1,024 | |
24 | human_emotions | A candid photograph of three friends sitting at a restaurant table. One person is laughing with their eyes closed, another looks surprised with raised eyebrows, and the third appears thoughtful while looking out the window. Natural facial expressions, documentary photography. | 1,216 | 832 | |
25 | clothing_recognition | A full-body street photograph of three people standing together. One wears a red raincoat, blue jeans, and white sneakers. Another wears a black leather jacket, gray trousers, and brown boots. The third wears a yellow sweater, a green skirt, and black shoes. All clothing details are clearly visible. | 1,024 | 1,024 | |
26 | animal_recognition | A photorealistic outdoor photograph of a golden retriever, a black and white border collie, a small brown dachshund, and a gray tabby cat sitting together in a grassy garden. All four animals are fully visible and distinguishable. | 1,216 | 832 | |
27 | food_and_cooking | A close-up photograph of a wooden cutting board with a half-chopped onion, sliced red bell pepper, three peeled garlic cloves, chopped parsley, a chef's knife, and a bowl containing diced tomatoes. A person's hands are preparing ingredients. | 1,024 | 1,024 | |
28 | maps_and_diagrams | A clean printed tourist map on a wooden desk showing a blue river running from west to east, a red bridge crossing the river, a green park north of the river, a train station south of the river, and a yellow road connecting the station to the bridge. Include a compass rose and clearly readable labels. | 1,024 | 1,024 | |
29 | charts_and_graphs | A realistic photograph of a printed business report showing a blue bar chart with five bars increasing from left to right, a red line graph trending downward, a pie chart divided into four colored segments, and a small legend. Clean white paper, legible chart labels. | 1,024 | 1,024 | |
30 | handwriting | A close-up photograph of a handwritten grocery shopping list on lined paper. Clearly readable entries include MILK, EGGS, BREAD, TOMATOES, RICE, COFFEE, and BUTTER. A blue pen lies diagonally across the bottom of the paper. | 1,024 | 1,024 | |
31 | small_object_detection | An extremely detailed macro photograph of a cluttered wooden desk containing a tiny silver paper clip, a red push pin, a black USB drive, a small coin, a miniature screw, a blue button, and a short piece of white chalk. Every small object is clearly distinguishable. | 1,024 | 1,024 | |
32 | partial_visibility | A realistic photograph of a crowded bookshelf where only parts of several objects are visible. A red book protrudes from behind a blue folder, a small toy car is partially hidden between books, a green plant is visible behind the shelf, and a framed photograph is cut off by the edge of the image. | 1,024 | 1,024 | |
33 | pattern_recognition | A top-down photograph of a tiled floor containing a repeating geometric pattern of black and white squares. A single red square tile interrupts the pattern near the center. Precise symmetry, sharp focus, high contrast. | 1,024 | 1,024 | |
34 | color_recognition | A studio photograph of twelve identical ceramic spheres arranged in a four-by-three grid. Each sphere has a distinct color: red, orange, yellow, lime green, dark green, cyan, sky blue, navy blue, purple, magenta, pink, and white. Neutral gray background, even lighting. | 1,024 | 1,024 | |
35 | motion_blur | A realistic photograph of a cyclist riding quickly through a city street. The cyclist and bicycle are relatively sharp, while the background buildings, passing cars, and road show directional motion blur. Dynamic action photography. | 1,216 | 832 | |
36 | depth_of_field | A photorealistic photograph of a red rose in sharp focus in the foreground, with a wooden garden bench, a blue bicycle, and two people talking softly blurred in the background. Shallow depth of field, natural morning light. | 1,024 | 1,024 | |
37 | multilingual_ocr | A realistic photograph of a multilingual street sign displaying the words HELLO in English, HOLA in Spanish, BONJOUR in French, and γγγ«γ‘γ― in Japanese. Four distinct lines of text, colorful urban wall in the background, front-facing composition. | 1,024 | 1,024 | |
38 | number_recognition | A close-up photograph of a digital weighing scale displaying 2.75 kg, positioned beside a transparent container filled with red apples. A small paper label reads NET WEIGHT. Sharp readable digits, realistic product photography. | 1,024 | 1,024 | |
39 | temporal_context | A photorealistic outdoor scene showing a park during autumn. Orange and yellow leaves cover the ground, a person wears a warm coat and scarf, fallen leaves are blowing in the wind, and the trees are nearly bare. Overcast seasonal daylight. | 1,216 | 832 | |
40 | scene_transitions | A realistic photograph taken from inside a cozy living room looking through a large open glass door onto a sunny garden. Inside are a sofa, a coffee table, and a floor lamp. Outside are green grass, a wooden fence, flower beds, and a bicycle. Clear distinction between indoor and outdoor spaces. | 1,216 | 832 | |
41 | visual_anomalies | A photorealistic surreal scene showing a large green cactus growing inside a transparent glass aquarium filled with water, surrounded by small tropical fish swimming around it. A wooden table supports the aquarium, and the background resembles a normal living room. | 1,024 | 1,024 | |
42 | unexpected_objects | A realistic photograph of a modern office desk where an ordinary computer keyboard has been replaced by a row of colorful piano keys. A computer monitor, wireless mouse, coffee mug, and notebook remain on the desk. Detailed product photography. | 1,024 | 1,024 | |
43 | face_occlusion | A candid photograph of four people sitting around a dining table. One person's face is partly hidden behind a drinking glass, another wears sunglasses, a third is looking down at a smartphone, and the fourth is visible clearly. Natural indoor lighting, realistic expressions. | 1,216 | 832 | |
44 | complex_reflections | A photorealistic photograph of a clothing store fitting room with three large mirrors creating multiple reflections of clothing racks, a mannequin wearing a blue jacket, a red handbag, and a wooden stool. Complex but physically plausible mirror reflections. | 1,024 | 1,024 | |
45 | fine_grained_counting | A top-down photograph of a white dinner plate containing exactly three strawberry halves, four blueberries, two kiwi slices, five raspberries, and one orange wedge. All individual fruit pieces are separated and clearly visible. | 1,024 | 1,024 | |
46 | vehicle_recognition | A photorealistic photograph of a parking lot containing a red motorcycle, a white delivery van, a yellow school bus, a blue electric car, and a black pickup truck. Each vehicle is clearly visible from a three-quarter front angle. | 1,216 | 832 | |
47 | architecture | A wide architectural photograph of a modern building featuring a glass facade, concrete columns, a curved entrance, a rooftop garden, and a large staircase. Several people walk near the entrance, providing a sense of scale. Bright daylight. | 1,344 | 768 | |
48 | nature_recognition | A macro photograph of a butterfly resting on a purple flower. Tiny water droplets cover the petals, a green caterpillar is visible on a nearby leaf, and a small spider web stretches between two stems. Extremely detailed natural textures. | 1,024 | 1,024 | |
49 | sports_and_actions | A realistic sports photograph of a basketball game. One player in a red jersey jumps toward the hoop holding the basketball, a defender in a blue jersey raises both arms, and three other players watch from beneath the basket. Indoor arena, dramatic action photography. | 1,216 | 832 | |
50 | complex_spatial_reasoning | A photorealistic overhead photograph of a dining table with four people seated around it. A person wearing a green shirt sits at the top, a person wearing a red shirt sits on the left, a person wearing a blue shirt sits on the right, and a person wearing a yellow shirt sits at the bottom. A round pizza is in the center... | 1,024 | 1,024 |
FluxCap-50: Visual Captioning Benchmark
FluxCap-50 is a curated, lightweight synthetic benchmark dataset consisting of 50 images generated using black-forest-labs/FLUX.1-dev. It is designed specifically for fast, qualitative human evaluation of image captioning and vision-language models across a diverse set of visual dimensions.
π― Evaluation Dimensions
The dataset evaluates models across several core capabilities:
- Object Recognition & Details: Identifying primary and secondary subjects accurately.
- Spatial & Scene Understanding: Gauging depth, relative positioning, and background contexts.
- Counting & Relationships: Managing multiple objects and their interactions.
- Text & OCR: Handling embedded text elements within scenes.
- Contextual Inference: Capturing subtle moods, lighting, and semantic cues (e.g., depth of field).
π οΈ Generation Configuration
Images were generated using the following pipeline and parameters:
- Base Model:
Flux.1-dev(flux1-dev-Q5_K_S.gguf) - Guidance Scale: 3.5
- Sampling Method:
euler_ancestral - Steps: 28
- Prompt Engineering: Prompts generated via ChatGPT.
π¦ Data Structure
Each row contains metadata detailing the image file, category, generation prompt, and dimensions.
Example Row
{
"id": 36,
"file_name": "036_depth_of_field.png",
"category": "depth_of_field",
"prompt": "A photorealistic photograph of a red rose in sharp focus in the foreground, with a wooden garden bench, a blue bicycle, and two people talking softly blurred in the background. Shallow depth of field, natural morning light.",
"width": 1024,
"height": 1024
}
β οΈ Limitations & Known Issues
- Prompt Adherence:
Flux.1-devdoes not always strictly follow every detail outlined in the prompt. Consequently, prompts should be used as a structural reference rather than absolute ground-truth descriptions. - Generative Artifacts: As with many synthetic generation pipelines, images may occasionally contain minor visual artifacts (e.g., incorrect shadows, unnatural reflections, or anatomical imperfections).
- Model Biases: The dataset inherits the stylistic, photographic, and compositional biases inherent to the
Flux.1-devarchitecture.
π Licence
This dataset is released under the Creative Commons Attribution 4.0 (CC-BY 4.0) licence.
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