A large (over 6M) set of various high quality captions for anime/game artworks.
Key features
- Features original character names
- Only top tier vlms have been used such as Claude, GPT, Gemini
- High accuracy and lots of details for the majority
- Wide range from simple and innocent to darkest NSFW
- Structured formats for versatile tasks
- Most complex cases for multiple characters (about 20%) have been rechecked via 2nd pass and corrected
Caption formats and usage
The dataset includes 8 various captions formats. Some are legacy (long plain text), some are designed to achieve the most intel and to be convenient for further use.
Structured variants can be used as is (with corresponding instructions) to train multimodal llm or relevant tasks. For training of image generation models only some parts should be taken, or whole caption should be refactored with llm to match your desired format. min_individual_json can be loaded as is and last part from min_individual_md can be picked with regexps to use and direct condition, as well as short captions.
Some formats contains part with reasoning about characters on the picture. It was useful to achieve a good accuracy during dataset preparation, but its introducing into vlm dataset as is, or with refactoring might be beneficial. It obviously must be excluded if you training diffusion model for image generation.
Images
To avoid any issues the dataset contains only captions. Actual images can be identified by the name (md5 in most cases), danbooru_is - id from danbooru, nozomi_id - id from nozomi. You can download imaged from DeepGHS datasets or original sources.
Detailed description and examples
Columns long_names and long_no_names
These have a simple plain text that contains (or not) character names.
Example:
The image features Otokura Yuuki, a cheerful character with brown eyes and short brown hair, standing outdoors against a vibrant winter backdrop. Her cheeks are slightly flushed, possibly from the cold, adding a hint of warmth to her expression. She is wearing a red beanie and ski goggles resting on her head, reflecting the bright blue of the sky. The goggles have a shiny, multicolored tint.
Yuuki is dressed in a white jacket with fur trim, which provides a cozy and stylish appearance. The jacket has prominent drawstrings, adding to the sporty look, and her sleeves extend past her wrists. She's wearing pink gloves, and her hands are raised, playfully making a peace sign with her right hand, radiating a friendly aura.
In her left hand, she holds a ski pole, suggesting she's ready for some winter sports fun. The background shows a clear blue sky with fluffy clouds floating above a snowy mountain landscape. The crisp day and the vibrancy of the scene convey a perfect winter day for outdoor activities.
Overall, the atmosphere of the image is lively and refreshing, capturing the essence of an adventurous day in the snow, filled with joy and excitement.
Columns json_names and json_no_names
These are structured captions with following fields:
- Character_1, character_2, ... - detailed individual description for each character (or important object) on image
- Background - description of background and surrounding
- Image_effects - effects on image, like some special styles, censorship, distortion and so on. General anime style considered as default and not mentioned
- texts - Any texts, signatures and so on that present on picture
- atmosphere - garbage collector for llm sloppy descriptions words about general mood of the picture
In rare cases there can be some variations.
Example:
{
"character_1": "A young woman with long, dark purple hair styled in a complex updo adorned with flowers and ornaments. She has fair skin, and her expression is serene, almost dreamy. She's wearing a long, flowing reddish-pink kimono-style dress with gold detailing and intricate patterns around the waist and sleeves. Her makeup is subtle, and she has visible dark eyes. She’s sitting sidesaddle on a large bull, her legs draped gracefully to one side, and her hands resting lightly on the bull's back. Her footwear appears to be traditional Japanese-style slippers or sandals.",
"character_2": "A large, dark-colored bull with a simplified, almost cartoonish face. It has two large, round white spots on its face reminiscent of a mask, and a small light blue flower is fastened to its head next to the left horn.Its form is somewhat stylized, not quite realistic, in keeping with the overall fantastical tone of the picture. It appears quite placid and serves as a mount for the woman.",
"character_3": "A small, brown, vaguely animal-like creature with a simplified design. It has a rounded body, short legs, small ears, and what might be considered a tail. The character is positioned near the bull's tail, and its design is similar in style to the other stylized creatures in the image, consistent with the general aesthetic.",
"background": "The background is a dark, starry night sky with the deep blue-purple typical of nightscapes. Various, glowing neon-like constellations are visible, including three distinct stylised cartoon-like faces. In the upper left corner, a top hatted figure with glasses peers over the edge and to the right a figure that resembles a grinning creature with two small ears. A laughing head is to the right and upper side of the female character. A large, somewhat irregular five-pointed star is noticeable towards the upper-right side of the frame. The overall effect is an illustration of a starry night or space scene, created largely by using blues, purples, and shades of black.",
"image_effects": "The image has a soft, slightly painterly quality to it. It does not exhibit any obvious digital effects (such as glitches or filters), yet still maintains the aesthetic of a digital artwork, possibly using blending and watercolor effects for the characters, and gradients for the starry background.",
"texts": "\"HAPPY BIRTHDAY 2010.07.07\" is written in a stylized font at the top of the image.",
"atmosphere": "The atmosphere is whimsical, dreamy, and slightly fantastical. The combination of the serene woman, the fantastical bull, the stylized constellations, and the overall pastel color palette of the sky create an almost ethereal atmosphere. The addition of the clearly stated ‘happy birthday’ suggests a celebratory or commemorative aspect."
}
Chroma_style
This one replicates 4 paragrapth style captions used for Chroma training.
Example:
### 1. Regular Summary:
This is a pretty sick piece of fanart featuring four Fate series characters: Altera, Gilgamesh, Iskandar, and Jeanne d'Arc (Ruler). The style is anime, with clean lines, vibrant colors, and a dynamic composition. The camera angle is slightly elevated, looking down on the characters who are arranged in a close grouping, creating a sense of intimacy. The characters are largely rendered in sharp focus, although there is a slight blurring effect around the edges, making the four stand out crisply against the dark background. Altera, a dark-skinned woman with long white hair, is partially obscured, positioned to the left. Next to her, Gilgamesh, a blond man with a determined expression and gold armor, stands proudly with his arms crossed. Iskandar, a muscular red-haired man with a prominent beard, peeks from behind Gilgamesh on the right. In front of them, Jeanne d'Arc (Ruler), with her blonde hair and silver headpiece, has a more subtly defiant expression, slightly angled from the other three. No nudity is present; the characters' clothing is reasonably detailed, with a focus on armor and robes. The overall aesthetic is high quality, showcasing solid artistic skills and attention to detail.
### 2. Individual Parts:
1. **Altera (Fate):** Dark-skinned woman with long white hair, partially obscured at the far left, wearing a dark green and red outfit.
2. **Gilgamesh (Fate):** Blond-haired man with red eyes, wearing golden armor, arms crossed, positioned center-left.
3. **Iskandar (Fate):** Red-haired man with a beard and red eyes, wearing brown fur and red armor, positioned partially behind Gilgamesh to the right.
4. **Jeanne d'Arc (Ruler) (Fate):** Blonde-haired girl with purple eyes, wearing silver armor and a purple cloak, positioned centrally in the foreground.
5. **Background:** A dark, almost black background with a stylized green symbol resembling a three-pronged trident behind Gilgamesh's head.
6. **Altera's Outfit:** A sleeveless dark green and red top with a silver collar visible under her hair.
7. **Gilgamesh's Armor:** Highly detailed golden armor with various markings and designs.
8. **Iskandar's Fur and Armor:** Brown fur collar and shoulder pieces, combined with red, segmented armor.
9. **Jeanne's Headpiece:** Silver-colored headpiece, crown-like, with intricate details.
10. **Lighting:** The lighting is dramatic, focusing on the characters and creating a contrast between light and dark areas.
11. **Overall Style:** The style is consistent with high-quality anime fanart (consistent, detailed lineart, polished coloring, detailed clothing/armor)
### 3. Midjourney-Style Summary:
Four Fate characters, dynamic pose, Altera partially visible, dark skin, long white hair, Gilgamesh, blond hair, golden armor, arms crossed, confident expression, Iskandar, red hair, beard, red armor peeking from behind, Jeanne d'Arc (Ruler), silver headpiece, blonde hair, purple cloak, defiant stance, dark background, anime style, sharp focus on characters, slight edge blurring, high-quality rendering, dramatic lighting.
### 4. DeviantArt Commission Request
A full-body piece of Fate fanart featuring Altera, Gilgamesh, Iskandar, and Jeanne d'Arc (Ruler) from the front, in a visually dynamic group. Altera should be partially visible to the left, displaying her hair & shoulders, Gilgamesh center-left with arms crossed in his iconic golden armor, Iskandar peeking from behind him displaying his fur and armor, and Jeanne d'Arc (Ruler) centrally in the foreground. Their expressions should reflect each of their personalities from the anime. The style should be high-quality anime; Clean lines, vibrant colors, and attention to details in their clothing, armor styles are a must. The piece needs to include a dark background, possibly with a stylized green symbol (similar to a 3-prong spear) behind Gilgamesh. The lighting should be dramatic and well-executed, bringing to life the characters and their interactions. The final product should display the characteristics of the characters as well as the high-skill level of the artist.
Long_thoughts and character_thoughts
These are also markdown based, but each contains first part for reasoning about characters on the picture for the correct use of their names. It can be brief or long and detailed.
After it come a several variants each focused on something specific. For both formats the main goal was to achieve correct segmentation of traits and collect a lot of details.
Example for long_thoughts:
1. # 1. Thoughts about characters
Based on the tags and popular traits, the five girls from left to right are identified as Tsukuyo (blonde hair in bun, black jacket), Kagura (orange hair with double buns, blue eyes, blue jacket), Shimura Tae (brown hair in ponytail, brown eyes, brown school uniform sweater), Sarutobi Ayame (purple hair, glasses, sailor school uniform), and Yagyuu Kyuubei (black long hair in ponytail, eyepatch, sailor school uniform).
# 2. General description
The image is a horizontally aligned collage featuring five framed portraits of female characters, each in a rectangular vertical panel with ornate black borders on a mauve patterned background. Each character holds or is associated with a plump red heart, symbolizing affection or love. The style is detailed and clean digital art with soft shading and infused pastel tones. Each panel shows the character from roughly the waist or chest up. The girls face varying directionssome profile, some 3/4 view, some straight onwith subtle facial expressions ranging from serene to shy or contemplative. They all prominently display feminine, youthful features, and each portrait has their name faintly written in capital letters behind them. The characters wear different outfits, mostly school uniform inspired or traditional Japanese clothes, reflecting their distinct personalities. The overall mood is warm and gentle, balanced with intricate background patterning that frames each portrait elegantly.
# 3. Detailed description for each character
## Tsukuyo
Positioned far left, Tsukuyo appears in left profile, showing blonde hair tied up in a bun with loose tendrils framing her face. She wears a sharp black jacket over a low-cut white shirt, giving a formal and mature look. Her face bears visible scars on the cheek, connoting her warrior nature. She holds a large red heart close to her left side, though her gaze is distant, almost contemplative. The shading highlights her strong jawline and elegant neck.
## Kagura
Second from left, Kagura stands facing slightly right but mostly turning to viewer. She has short orange hair styled in her trademark double buns, each adorned with a dark hair accessory and white tassels. Her bright blue eyes are large and expressive, conveying innocence and curiosity. She wears a sporty, zipper-up blue jacket and holds a red heart against her hip, one hand lightly touching her cheek in a shy or thoughtful pose. Her lips are parted slightly.
## Shimura Tae
Center character, Tae is depicted facing forward in a neutral pose. Her brown hair is styled in a neat ponytail with softly layered bangs covering part of her forehead, and her warm brown eyes look gently at the viewer. She wears a soft brown cardigan buttoned up over a school uniform with a navy collar peeking through. Tae is hugging a big, plush red heart tightly against her chest, partially covering the lower half of her face with a shy expression. Loose strands of hair frame her gentle face.
## Sarutobi Ayame
Second from right, Ayame is shown in a frontal view with a slight head tilt. She has long straight lavender-purple hair cascading past her shoulders, topped with her signature red-framed glasses perched on her nose. She wears a classic navy and white sailor school uniform with a red necktie. Her expression is confident yet relaxed, with a subtle playful smile. Ayame hugs two smaller plush red hearts to her chest, holding them close with both arms.
## Yagyuu Kyuubei
Far right, Kyuubei is portrayed in right profile, showing her sleek black hair gathered into a high ponytail with some loose strands falling near her face. Her pale skin contrasts with her dark hair. She wears a tan school uniform sweater with a navy collar and a red sailor scarf. Her left arm holds a single plush red heart near her waist. Her gaze is calm and distant, and a black eyepatch conceals her left eye adding a mysterious aura.
# 4. Individual Parts
1. Tsukuyos blonde hair bun with loose strands, positioned far left, looking left profile.
2. Black jacket and white shirt beneath covering her upper torso.
3. Large, plump red heart held at Tsukuyos left side, partially visible behind her arm.
4. Kaguras twin double buns with dark accessories and white tassels, orange short hair.
5. Blue zipper-up jacket worn by Kagura, compression visible around torso.
6. Red heart close to Kaguras right hip, partially cut by panel edge.
7. Kaguras large blue eyes and finger touching cheek gently.
8. Shimura Taes brown ponytail with slight waves, brown eyes looking forward.
9. Tan/brown cardigan buttoned over school uniform, visible collar peeking through.
10. Large plush red heart hugged tightly by Tae in center, obscuring mouth slightly.
11. Sarutobi Ayames long purple hair falling evenly on shoulders.
12. Distinctive red-framed glasses perched on Ayames nose.
13. Navy and white sailor school uniform with red necktie worn by Ayame.
14. Two smaller red hearts held by Ayame pressed against her mid-chest.
15. Yagyuu Kyuubeis straight black hair ponytail with some front strands loose.
16. Black eyepatch covering her left eye.
17. Beige school sweater and red sailor scarf worn by Kyuubei.
18. Single big plush heart held by Kyuubei near her waist on her left side.
19. Ornate black border frames around each characters portrait with a small floral design.
20. Mauve-pink patterned background with subtle floral and geometric texture running behind all panels.
# 5. Texts on image
Each portrait panel features a semi-transparent golden text in uppercase behind the character showing their first name written as:
- "TSUKUYO" behind far-left character
- "KAGURA" behind second from left
- "TAE" behind center character
- "AYAME" behind second from right
- "KYUUBEI" behind far right
# 6. Background and effects
The entire image is laid on a muted lavender-pink patterned backdrop with intricate, small geometric and floral prints that add elegance but do not distract from the characters. Each character is enclosed in a vertical rectangular frame with delicate black scrollwork floral trim at the corners, giving a vintage or classic illustration vibe. The lighting is soft and even, with subtle highlights on hair and faces, making each figure stand out crisply against the textured background. The image is crisp and clear with a slight painterly effect, with no blur or distortion, allowing fine detail on expressions, hair strands, and fabric folds. The camera viewpoint is straight-on and stable, focusing on head-to-chest portraits and maintaining each character prominently centered within their panel.
Example for character_thoughts:
# 1. Thoughts about characters
There are two characters clearly depicted and one partial form behind them. Based on the tags and traits, the pink-haired girl with a large pink bow and white dress is "Encore (wuthering waves)". The other character is a silver/grey-haired man with long hair who is carrying her. The third figure in the back appears to be a horned, dark, sheep-like creature but remains unnamed.
# 2. Key details
- The girl (Encore) is being princess-carried by the man, indicating a close or affectionate relationship.
- Both characters have closed eyes and wide, joyful smiles, showing happiness and warmth.
- Encore has distinctive long pink hair with twin tails, an ahoge, and a large pink bow.
- The mans silver hair is long, flowing, and glossy, contrasting with his white buttoned jacket and the girls white dress.
- The background is plain white with golden sparkles around them emphasizing positivity or a celebratory mood.
- Above their heads, Japanese text reads "! ver. 1.1", suggesting a congratulatory message for a version update.
- The man wears rings and carries a satchel bag strapped around Encore.
- A small dark horned sheep-like creature is visible near Encores back with spiraled eyes and sparkles, adding a cute or mystical element.
# 3. Long description
The image is a brightly colored, high-resolution digital illustration with a simple white background accentuated by golden sparkling effects scattered loosely around the characters. It depicts a joyful moment between two central figures: a pink-haired girl and a silver-haired man. The girl, identified as Encore (wuthering waves), is princess-carried by the man, who holds her securely with one arm beneath her back and the other hand on her shoulder. Encore laughs with closed eyes, head tilted slightly toward the man, flaunting a cheerful and carefree expression. Her hair is vibrantly pink with twin tails and soft ahoge strands standing out from the top of her head. She sports a white dress adorned with gold trim and a distinctive large pink bow on her chest, complemented by detached sleeves.
The man, with long, flowing silver hair and similarly closed eyes, smiles warmly and confidently. His white jacket with gold buttons and open collar creates a regal look, and accessories such as a grey belt and gold ring embellish his appearance. He also carries a pink-and-black satchel strapped across both of them, wrapping around the girls torso.
Behind the girls back on the left side, a cute black horned sheep-like creature with spiraled eyes and tiny horns peeks out, its dark fluffy form contrasting with the bright main figures, adding a whimsical touch to the scene. The entire composition radiates happiness and celebration, underlined by the congratulatory Japanese inscription "! ver. 1.1" floating above the characters heads.
# 4. Detailed description for each character
## Encore (wuthering waves)
Encore is a young girl with vivid pink hair styled in long twin tails tied low, with large ribbons matching the pink shade of her hair. A small ahoge tuft sticks up prominently. Her bangs partially cover her forehead, parted enough to reveal soft facial features, notably closed eyes with long lashes and an open, joyful mouth showing teeth. She has light blush touches on her cheeks, enhancing her cheerful expression. Encore wears a pristine white dress accentuated with gold trim running along the edges and a large pink bow tied at her chest. Her outfit includes detached sleeves or arm warmers that do not connect fully to the dress sleeves, which are short. She also wears a small hair ornament on one side, shaped like a pin or clip. Her hands are relaxed, one resting gently on the mans shoulder and the other held close to his chest amid the satchel strap. Her overall aura is bright, youthful, and spirited.
## Silver-haired man
The man holding Encore exudes a calm but joyful demeanor, his eyes shut and mouth smiling broadly to show teeth. His hair is long, silver with subtle shading that reflects light, swept back with some bangs framing his face. He wears a white high-collared jacket with gold buttons aligned vertically; the collar is somewhat open at the neck. Over the jacket, he has a grayish harness or belt that supports the strap of the satchel wrapping around both him and Encore. His left hand, adorned with a gold ring on a finger, rests securely on Encores back, while the other arm is positioned under her legs in a classic princess carry pose. Facial lines emphasize his mature and gentle character, contrasting warmly against Encores lively vibe.
## Horned sheep-like creature
Partially visible behind Encore on her left side is a small creature resembling a sheep or ram with dark fluffy wool and curled horns atop its head. Its eyes are stylized with hypnotic spiral patterns and a slight smile on its black face that adds a quirky, mystical charm. The creature is decorated with tiny glowing sparkles around it, tying it visually to the celebratory mood of the scene. Its presence conveys companionship and fantasy elements to the otherwise intimate duo portrait.
Columns min_individual_json and min_individual_md:
These are more shorter versions that feature segmented prompts for different characters and parts of image. First one comes as zero-shot (actually there was a reasninig, just it was trunked) in json format, second comes as previous multi-paragraph markdown with names reasining.
Example for min_individual_json:
{"General": "Inside the dark cargo area of a vehicle parked near a river or lake with distant buildings under a bright sky, a single girl is restrained with white tape while sitting on the floor against the vehicle's side near the open door. The interior is mostly empty except for front seats visible in the background. She is gagged with a white cloth tightly tied around her mouth.", "Mika (Girls und Panzer)": "Mika has long, straight brown hair parted to the side, with brown eyes looking directly at the viewer and slight blush on her cheeks. She wears a gray zip-up jacket with black sleeves and a white kanji emblem on the left chest, zipped up to the neck with large breasts pressed under strips of white tape that bind her arms tightly behind her back and cross over her torso. Her black pleated skirt is lifted by her seated position and leg bindings, exposing plain white panties in a clear upskirt view. Her legs are bent at the knees and bound tightly from thighs to ankles by multiple layers of white tape that stretch against her pale skin, emphasizing her toned thighs and calves. She wears brown lace-up boots resting flat on the van floor with toes slightly pointed inward. The gag silences her while her restrained posture contrasts with her calm, slightly shy yet direct gaze.", "Watermark": "The artist signature 'Cyber' is visible in the bottom left corner on the vehicle floor."}
Example for min_individual_md:
# 1. Thoughts about characters
This image features four different expressions of a single character, identified as Akebono from Kantai Collection (Kancolle). The character is distinguished by her long purple hair styled in a side ponytail with an ahoge (small strand sticking up), purple eyes, and a pink flower hair ornament with a bell, all consistent with Akebonos popular traits. The multiple views showcase various emotional states, which align with the tags describing anger, disgust, and sweat drops.
# 2. Key details
The image is a high-resolution, simple-background character sheet focused exclusively on Akebonos head and shoulders in four distinct facial expressions. Each view captures a progressively intense angry or disgusted emotion, highlighted by subtle details like the appearance of an anger vein, sweatdrops, slight blush, and clenched teeth. The flower and bell hair ornament remains consistent across the views, emphasizing her identity. The health bar-like colored gradient beneath the heads seems to represent the increasing intensity of her anger from left (mild) to right (extreme rage).
# 3. Structured description
## General
A clean white background with four side-by-side headshots of Akebono (Kancolle). The image is sharp and colored with soft shading and highlights. The character wears her usual school uniform style serafuku with a navy collar and white blouse. Each expression gets progressively angrier from left to right, with accompanying visual cues like sweatdrops, veins, and flushed skin. This layout appears to be an expression reference sheet or reaction chart.
## Akebono (Kancolle) Expression 1 (far left)
Slightly turned to the left and looking sideways, mouth partially open as if speaking or mildly annoyed. Her purple eyes are narrowed but calmer than the others. The ahoge is slightly curved, and her long hair is neatly braided and swept back. The pink flower and bell hair ornament hang just behind her ear. No anger vein or sweatdrops visible, showing a mild anger or irritation.
## Akebono (Kancolle) Expression 2 (second from left)
Frontal view, looking directly forward with a subtle frown and a small sweatdrop on her left cheek. Mouth is pressed into a straight line, showing disapproval or frustration. Her eyes are narrower, and there is a slight furrow between her eyebrows. Hair remains consistent, with the flower and bell to her left side.
## Akebono (Kancolle) Expression 3 (second from right)
Slight three-quarter view with visible anger vein on the forehead. Her lips press together with a small lip curl, hinting at clenched teeth or contempt. The eyes appear sharper and more focused, brows furrowed deeply. There is mild shadowing under the eyes, adding to the intense glare. The bell is prominent, slightly shining, and the flower remains vividly pink.
## Akebono (Kancolle) Expression 4 (far right)
Extreme anger expressed with flushed cheeks, a large visible anger vein, clenched teeth gritting in a fierce grimace. Eyebrows are sharply angled downward with the eyes wide open but intense. A few beads of sweat are visible near her temple, emphasizing stress or fury. The pink flower and jingle bell swing visibly due to the dynamic head angle. The side ponytail and ahoge follow the same style as previous views but with more dynamic shading.
## Image effects
No special effects beyond clean digital coloring and soft shading. The gradient bar beneath the heads conveys emotional intensity from neutral/yellow to red/dark red, resembling a health or anger meter. The background is plain white, making the characters expressions and details stand out crisply.
Short:
Just short pruned versions suitable for image-gen training. Quality varies, better consider to make yours.
Example:
In a sunlit room with large arched windows, Hifumi, a girl with light brown hair in twintails, stands with a halo above her head. Her eyes are closed in a cheerful expression as she cradles multiple plush toys, including a black plush with demon horns, a brown dog, and a black cat. Beside her is Azusa, with long white hair, purple eyes, and a hint of a blush. She has a small flower ornament in her hair and hugs a white plush chicken wearing glasses. The atmosphere is bright and joyful, with soft backlighting enhancing the serene setting.
Others:
There are also columns comic_json and comic_md that contain json and markdown style captions optimized for comic description; few_words and vibes - very short captions that can be used as extra prompt augmentation when combined with tags for generative model training, bbox - data for bounding boxes and exact locations for each character on image, chars - data about characters on the picture (from boorus metadata).
Recheck prompts and results:
As it was said - some captions have been checked and fixed (if needed). But it is quite a specific case and can be useful only for vlm training. Leave a feedback if you're interested.
Feedback and questions
Join Discord server where you can ask questions, share opinion, report issues and make requests.
Warning
Contains disturbing and NSFW content, consider to apply filtering for public use.
The author has no relations with the original pictures and does not promote anything.
Original pictures might be under copyright.
Thanks
Sv1, Anonymous person, NeuroSenko
Donations
Consider to help for further studies, training of new models, creating of new datasets.
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