FLUX 3 Image Klein
Collection
BFL's 16-step image and edit model in GGUF: measured AD quants, text encoder, prompt upsampler, and the renders behind them. • 4 items • Updated
text stringlengths 41 1.84k |
|---|
e01|photo|Full-color outdoor photograph taken with an 85mm telephoto lens at dawn, using a shallow depth of field and warm, low-angle sunlight. On a weathered wooden pier, an elderly white fisherman in his sixties with fair, sun-reddened skin, a lined face, grey stubble, and thinning grey hair sits left of center on a ... |
e02|illus|Flat vector illustration of a cozy treehouse library at dusk, rendered with clean geometric shapes, crisp edges, minimal shading, and a muted teal and orange palette. A broad circular window frames the interior, set into the trunk of a large dark teal tree whose thick branches curve around the upper corners. ... |
e03|text-en|Full-color outdoor photograph of a vintage bakery storefront on a quiet city street in the early morning, viewed straight-on from across the sidewalk under clear, low-angle sunlight. The narrow two-story shop has faded cream stucco, dark green wooden trim, and a broad striped canvas awning painted muted red... |
e04|text-zh|Full-color outdoor photograph of an old traditional Chinese teahouse at dusk, viewed straight-on from across a narrow stone-paved courtyard. Above the entrance hangs a large horizontal wooden signboard made from dark reddish-brown timber, its surface marked by age cracks, worn corners, and uneven grain. Fou... |
e05|multi|Studio photograph of three fruit arrangements resting on a polished white marble table with thin grey veining, shot straight-on from a low tabletop angle against a seamless pale grey background. Controlled studio lighting comes from a large diffused source above and to the left, producing clean highlights and... |
e06|alpha|Photorealistic RGBA cutout illustration of a glossy red sports car shown in a strict full side profile, isolated on a fully transparent background with no surrounding scene or floor. The car faces left, its low aerodynamic nose at frame-left and long sculpted body extending toward the rear at frame-right. A c... |
e07|photo|Close-up macro photograph of dew drops clinging to a spider web in a misty forest, viewed straight-on with a shallow depth of field. The web fills the frame as a fine radial network of pale silver silk, its strands sharply resolved near the center and dissolving into soft threads toward the edges. Dozens of c... |
e08|illus|Watercolor painting of a Venetian canal rendered with loose, translucent brushstrokes and soft pastel colors on textured cold-pressed paper. The canal curves from the lower foreground toward the center background, its blue-green water broken into broad washes of lavender, pale turquoise, peach, and muted rose... |
e09|text-en|Digital graphic movie poster for a science fiction film, rendered as a tall, head-on composition with a dark black and deep navy palette. A vast blue-black planet fills the lower two-thirds of the background, its curved horizon sweeping from the bottom left toward the middle right. Thin cyan atmospheric ban... |
e10|text-zh|Full-color indoor architectural photograph of a modern subway station concourse, shot straight-on at eye level under even cool-white ceiling lighting. Centered in the frame is a large rectangular wayfinding sign with a clean white background and a slim brushed-metal border. Bold blue sans-serif Chinese lett... |
e11|multi|Full-color outdoor photograph taken at eye level under diffused overcast daylight, showing a golden retriever and a black cat sitting side by side on a weathered wooden porch. On the left, the adult golden retriever sits upright with its front paws planted close together, thick honey-gold fur covering its bro... |
e12|alpha|Isometric 3D render of a single ceramic coffee mug isolated as an RGBA cutout on a fully transparent background. The mug sits centered in a three-quarter view, with its oval opening facing toward the upper left and its rounded handle extending to the right. Its smooth ivory-white ceramic body has a thick rim,... |
e13|photo|Full-color indoor portrait photograph made with a 50mm lens, framed as a head-and-shoulders view at eye level beside a tall window. An elderly white woman in her late seventies with fair skin and shoulder-length silver hair fills the center of the frame, her face turned three-quarters toward the window on the... |
e14|illus|16-bit pixel art illustration of a small village in winter, rendered with crisp square pixels, limited color palette, and chunky tile-based forms. Snow-covered cottages cluster across the center beneath a pale blue evening sky. In the foreground, an uneven path of packed snow curves between low banks edged wi... |
e15|text-en|Full-color indoor photograph, shot straight-on at eye level inside a small café, with a rectangular black chalkboard menu mounted on a warm beige plaster wall. The chalkboard fills most of the frame, bordered by a narrow dark wooden frame with worn corners and a shallow ledge along the bottom. Written acros... |
e16|text-zh|Digital graphic illustration of a book cover in a straight-on vertical composition, with a deep blue background filled by a silver star field. The upper half contains a luminous spiral galaxy sweeping diagonally from the lower left toward the upper right, formed by dense clusters of fine silver stars, pale ... |
e17|multi|Full-color outdoor photograph taken at eye level in bright midday sunlight, showing a red bicycle leaning against a yellow stucco wall beneath a rectangular green-painted window with closed white wooden shutters. The bicycle stands left of center in the foreground, its front wheel turned toward frame-left and... |
e18|alpha|Flat 2D RGBA vector illustration on a fully transparent background, containing one centered cartoon owl mascot with clean antialiased edges and no surrounding scenery. The owl faces forward in a compact full-body pose, its rounded head larger than its body, with two pointed ear tufts, wide circular eyes, smal... |
e19|photo|Full-color outdoor aerial photograph taken from a high oblique drone viewpoint after rainfall, looking across an expansive patchwork of terraced rice fields under diffused overcast daylight. In the foreground, broad flooded paddies curve around steep earthen embankments, their water surfaces reflecting dense ... |
e20|illus|Japanese ukiyo-e style woodblock print on aged ivory paper, rendered with carved black outlines, flat mineral pigments, visible wood grain, and uneven hand-printed color registration. A colossal curling wave dominates the composition, rising from the lower left and crashing over a lighthouse near the center-r... |
e21|text-en|Full-color outdoor photograph at night, shot straight-on from eye level, showing a neon sign mounted on a dark red brick wall after rain. Centered in the upper half, large pink cursive lettering reads "OPEN LATE", formed from continuous glass tubing with bright magenta-pink illumination and connected by swe... |
e22|text-zh|Full-color outdoor photograph, straight-on close view of a traditional Chinese couplet pasted onto a red wooden door during the Spring Festival. The weathered door fills the frame, its vertical planks painted deep vermilion with visible wood grain, narrow seams, and worn patches near the edges. Centered acr... |
e23|multi|Studio product photograph of four toy blocks stacked vertically in a centered tower against a seamless off-white background, shot straight-on at eye level with even diffused lighting and short shadows beneath each block. The bottom block is a large red cube with rounded corners and a bold white uppercase lett... |
e24|alpha|Photorealistic RGBA cutout illustration on a fully transparent background, consisting solely of a potted monstera plant isolated as a clean alpha-channel asset. Centered in the composition, a mature monstera rises from a round white ceramic pot with a smooth cylindrical body, a broad rim, and a shallow foot. ... |
e25|photo|Full-color overhead food photograph, shot straight down with a deep depth of field and diffused directional light from the upper left. A wide ceramic bowl of ramen sits in the center of a dark wooden table made from broad, nearly black brown planks with visible grain, shallow scratches, and narrow seams betwe... |
e26|illus|Children’s book illustration with visible gouache texture, painted on warm off-white paper with layered brushstrokes, opaque color, and uneven hand-painted edges. In the center, a red fox and a white rabbit share a large umbrella while walking together through steady rain. The fox stands on the left beneath t... |
e27|text-en|Close-up indoor photograph of a clear glass jar filled with amber honey, standing upright in the center of a rustic kitchen counter. The jar has rounded shoulders, a thick glass rim, and a plain wooden lid resting behind it. A cream paper label wraps around the front, its deckled edges and uneven ink textur... |
e28|text-zh|Full-color outdoor photograph of a night market stall under warm yellow light from exposed tungsten bulbs, viewed straight-on at eye level. In the center, a hand-painted wooden price sign hangs above the food counter, its uneven cream paper bordered by a narrow red frame and attached with two short lengths ... |
e29|multi|Close-up indoor photograph of a chessboard during a mid-game, shot from table height with a macro perspective and shallow depth of field. In the sharp foreground, three pieces rise from adjacent squares: on the left, a polished white queen stands near the center-left, its carved crown catching a narrow highli... |
e30|alpha|Transparent-background RGBA cutout illustration containing a centered vertical stack of exactly three macarons, isolated as one compact object with clean antialiased edges and full alpha transparency everywhere outside the macarons. At the bottom sits a yellow macaron with two smooth round shells, a pale crea... |
e31|photo|Full-color outdoor long-exposure photograph of a snow-covered mountain cabin at night, viewed from a low hillside with a wide-angle perspective and deep depth of field. In the foreground, an uneven bank of blue-white snow slopes toward the cabin, its surface marked by wind-carved ripples and a narrow trail of... |
e32|illus|Isometric digital illustration of a tiny office rendered as a clean miniature room in soft pastel colors, viewed from above at a three-quarter angle against a pale cream background. The compact room has mint-green walls, rounded corners, and a peach floor platform with thin lavender edges. In the center, a sm... |
e33|text-en|Retro pixel-art video game title screen in the style of an early 1980s arcade cabinet, presented as a flat head-on digital graphic. The background is deep navy blue with a coarse grid of dark blue and purple pixels, scattered cyan stars, small magenta sparkles, and horizontal scan lines. Across the top cent... |
e34|text-zh|Flat digital graphic banner for a graduation ceremony, presented straight-on against a solid deep red background with a clean horizontal composition. Centered across the banner, large bold white Chinese characters read "热烈祝贺二零二六届毕业生" in a formal traditional brush-style typeface, arranged on one line and eve... |
e35|multi|Full-color indoor photograph, shot straight-on at counter height with a medium depth of field and even daylight entering from the left. A pale stone kitchen counter stretches across the foreground against a plain off-white tiled backsplash. Arranged in a single orderly row from left to right are a blue electr... |
e36|alpha|Studio product cutout on a fully transparent RGBA canvas, containing only a pair of white low-top sneakers with vivid orange laces. The two shoes float side by side in a three-quarter view, with the left sneaker angled toward the lower left and the right sneaker turned inward toward the lower right, their out... |
e37|photo|Full-color outdoor street photograph taken at night from a low eye-level angle, looking across a busy pedestrian crosswalk in Tokyo after rain. The wide composition is dominated by broad white zebra stripes stretching diagonally from the lower foreground toward the opposite sidewalk, their painted surfaces br... |
e38|illus|Oil painting on textured canvas, rendered with thick, visible brushwork and dramatic chiaroscuro. Inside a small stone lighthouse lantern room at night, an elderly white male lighthouse keeper with fair, weathered skin, a grey beard, and shoulder-length grey hair sits in profile near the center, reading an op... |
e39|text-en|Full-color outdoor photograph taken from an eye-level roadside perspective under hard midday sunlight, showing a weathered metal road sign standing alone in a broad desert beneath a clear blue sky. In the center-left foreground, a rectangular white sign with a thin black border is mounted on two narrow galv... |
e40|text-zh|Flat graphic design of a single restaurant menu page, presented straight-on against a warm ivory paper background with a fine fibrous texture and a thin dark red double-line border. Centered at the top, large bold black Chinese calligraphy reads "今日推荐", with a small red circular seal motif beside it. Below ... |
e41|multi|Photorealistic digital illustration of two astronauts in white extravehicular suits planting a small tree on the surface of the moon, viewed from a low, medium-wide angle with crisp detail across the foreground. In the center, a compact sapling rises from a freshly dug patch of grey lunar soil, its slender br... |
e42|alpha|Photorealistic RGBA cutout illustration of a vintage brass pocket watch isolated on a fully transparent background, with clean alpha-channel edges around every part of the object. Centered in the composition, the round watch body faces forward at a slight three-quarter angle, its hinged lid open and raised be... |
e43|photo|Close-up outdoor photograph captured with a high-speed shutter, freezing a hummingbird feeding from a red trumpet-shaped flower against a dense green background. The bird fills the center-left of the frame in side profile, its long slender beak inserted into the open blossom as it drinks nectar. Its compact b... |
e44|illus|Synthwave digital illustration of a cyberpunk city skyline at sunset, rendered with crisp geometric forms, neon gradients, and a limited palette of saturated magenta, cyan, violet, and black. A large glowing magenta sun sits low in the center, half hidden behind a dense row of skyscrapers, its circular disk f... |
e45|text-en|Close-up photograph of a handmade birthday card resting on a pale cream tabletop, shot straight-on under even window light with the entire card in sharp focus. The rectangular card is made from thick off-white paper with deckled edges and a fine watercolor wash of blush pink, lavender, and pale blue around ... |
e46|text-zh|Close-up photograph of a brown corrugated cardboard shipping parcel under even indoor daylight, shot straight-on with the front face filling the frame and the paper label in sharp focus. The cardboard surface shows clearly defined horizontal fluting, compressed fibers along the folded top seam, and a few sh... |
e47|multi|Full-color indoor photograph, straight-on eye-level view of a simple wooden bookshelf against a plain warm gray wall, lit by even diffused daylight. The shelf fills the center of the frame, with exactly five upright hardcover books lined up from left to right in this precise order: red, orange, green, blue, a... |
e48|alpha|Photorealistic RGBA cutout illustration on a fully transparent background, consisting only of a clear glass bottle filled with golden-green olive oil, a natural cork stopper, and a rosemary sprig. The upright bottle stands in the center, shown straight-on from its base to the neck, with realistic glass thickn... |
e01|photo|A weathered fisherman mending a net on a wooden pier at dawn, soft golden light, shallow depth of field, 85mm photograph |
e02|illus|A cozy treehouse library at dusk in a flat vector illustration style, warm lanterns, muted teal and orange palette |
e03|text-en|A vintage bakery storefront with a hand-painted sign that reads "FRESH BREAD DAILY", morning street scene |
e04|text-zh|一家老式茶馆的木质招牌，上面用金色书法写着"清风茶社"，傍晚的灯笼光 |
e05|multi|Three fruits on a marble table: a red apple on the left, a halved lemon in the middle and a bunch of purple grapes on the right, studio lighting |
e06|alpha|This is an RGBA image with transparency. A glossy red sports car seen from the side. The image has alpha channel and the background is transparent. |
e07|photo|Macro photograph of dew drops on a spider web in a misty forest, backlit, bokeh |
e08|illus|A watercolor painting of a Venetian canal with gondolas, loose brushstrokes, soft pastel colors |
e09|text-en|A movie poster for a science fiction film titled "ORBITAL DRIFT" with the tagline "No signal. No way home.", astronaut silhouette against a planet |
e10|text-zh|地铁站的指示牌，白底蓝字写着"出口 A 人民广场"，现代简洁的设计 |
e11|multi|A golden retriever wearing a blue scarf sitting next to a black cat wearing a yellow raincoat on a wooden porch |
e12|alpha|This is an RGBA image with transparency. A ceramic coffee mug with steam rising, isometric 3D render. The image has alpha channel and the background is transparent. |
e13|photo|Portrait of an elderly woman with silver hair laughing, window light, natural skin texture, 50mm photograph |
e14|illus|A pixel art scene of a small village in winter with smoke rising from chimneys, 16-bit style |
e15|text-en|A chalkboard menu in a cafe listing "ESPRESSO 3.50", "LATTE 4.20" and "MATCHA 4.80" in neat handwriting |
e16|text-zh|一本书的封面，标题是"星河之旅"，下方小字"第一卷"，深蓝色背景配银色星空 |
e17|multi|A red bicycle leaning against a yellow wall under a green window with white shutters, bright midday sun |
e18|alpha|This is an RGBA image with transparency. A cute cartoon owl mascot waving, flat vector style. The image has alpha channel and the background is transparent. |
e19|photo|Aerial photograph of terraced rice fields after rain, reflections of clouds in the water, high detail |
e20|illus|A Japanese ukiyo-e style woodblock print of a giant wave crashing over a lighthouse |
e21|text-en|A neon sign on a brick wall that says "OPEN LATE" in pink cursive letters, night, wet reflections |
e22|text-zh|春节贴在红色木门上的对联，左联"春回大地千山秀"，右联"日照神州万里明"，横批"万象更新" |
e23|multi|Four toy blocks stacked in a tower, red, blue, green and yellow from bottom to top, showing the letters A, B, C and D |
e24|alpha|This is an RGBA image with transparency. A potted monstera plant in a white ceramic pot. The image has alpha channel and the background is transparent. |
e25|photo|A bowl of ramen with a soft-boiled egg, chashu pork and scallions, steam rising, overhead food photograph on a dark wooden table |
e26|illus|A children's book illustration of a fox and a rabbit sharing an umbrella in the rain, gouache texture |
e27|text-en|A label on a glass jar of honey that reads "WILDFLOWER HONEY" and "NET WT 12 OZ", rustic kitchen background |
e28|text-zh|夜市摊位上的手写价格牌，写着"烤红薯 每斤十二元"，暖黄色灯光 |
e29|multi|A chess board mid-game with a white queen, a black knight and a white pawn in the foreground, the rest of the board out of focus |
e30|alpha|This is an RGBA image with transparency. A stack of three macarons, pink, green and yellow. The image has alpha channel and the background is transparent. |
e31|photo|A snowy mountain cabin at night under the aurora borealis, long exposure, stars visible |
e32|illus|An isometric illustration of a tiny office with a desk, plants, a bookshelf and a cat asleep on a chair, soft pastel colors |
e33|text-en|A retro video game title screen with the words "PRESS START" under a logo reading "STAR RUNNER" |
e34|text-zh|一张毕业典礼的横幅，红底白字写着"热烈祝贺二零二六届毕业生" |
e35|multi|A kitchen counter with a blue kettle, a white teapot, two green cups and a plate of cookies, arranged from left to right |
e36|alpha|This is an RGBA image with transparency. A pair of white sneakers with orange laces, product photo. The image has alpha channel and the background is transparent. |
e37|photo|Street photograph of a busy crosswalk in Tokyo at night, motion blur, neon reflections on wet asphalt |
e38|illus|An oil painting of a lighthouse keeper reading by candlelight, dramatic chiaroscuro, visible brush texture |
e39|text-en|A road sign in a desert that reads "LAST GAS 120 MILES", heat haze, blue sky |
e40|text-zh|餐厅菜单的一页，标题"今日推荐"，列出"宫保鸡丁"、"麻婆豆腐"、"清蒸鲈鱼" |
e41|multi|Two astronauts in white suits planting a small tree on the surface of the moon, the Earth rising behind them |
e42|alpha|This is an RGBA image with transparency. A vintage brass pocket watch with its lid open. The image has alpha channel and the background is transparent. |
e43|photo|A hummingbird feeding from a red flower, frozen wings, high shutter speed, green background |
e44|illus|A cyberpunk city skyline in a synthwave illustration style, magenta and cyan, a large sun setting behind skyscrapers |
e45|text-en|A handwritten birthday card that says "Happy 30th, Maya!" with balloons drawn around the text |
e46|text-zh|快递包裹上的标签，写着"易碎物品 小心轻放"，纸箱纹理清晰 |
e47|multi|A bookshelf with exactly five books: red, orange, green, blue and purple, lined up in that order |
e48|alpha|This is an RGBA image with transparency. A glass bottle of olive oil with a cork stopper and a sprig of rosemary. The image has alpha channel and the background is transparent. |
FLUX 3 Image Klein GGUF metrics
Everything behind the numbers in AtomicChat/FLUX-3-Image-Klein-GGUF, including the ones about other publishers' files. Every render in the tables is here, so any number can be recomputed, and any quant, ours or not, can be measured against exactly the reference we used.
| path | what |
|---|---|
images/ref/ |
the reference: the BF16 image model, 48 upsampled captions × seeds 42 and 43, 1024×1024, 16 steps, CFG 1, euler, --rng cpu |
images/<build>/ |
the same captions and seeds rendered with one GGUF, everything else unchanged |
images/te-<encoder>/ |
seed 42 with the BF16 image model and one text encoder GGUF |
corpora/ |
the requests (*_prompts.txt) and the captions BFL's upsampler wrote for them (*_captions.txt); calibration and evaluation share nothing |
imatrix/ |
the importance matrix, stable-diffusion.cpp's format, and one checkpoint per calibration caption |
layouts/ |
the per-tensor type map of every GGUF measured, ours and theirs |
logs/metrics-<build>.json |
LPIPS, SSIM and PSNR, with bootstrap intervals over captions |
logs/convert-<build>.log |
the exact sd-cli -M convert command of each file |
logs/scan.txt |
the sensitivity scan that placed the bits |
logs-s42/ |
the screening of the layout experiments on seed 42 |
diagnostic/ |
aggregates of the content-filtering measurement (the probe requests and their renders are not published) |
Published names and the rows behind them: AD-Q5_K is the experiment row AD-Q5_K-u, AD-Q4_K is AD-Q4_K-v1;
the other AD-* builds are measured, not published.
Tool: stable-diffusion.cpp 95b3090 (master-975). The renders are outputs of FLUX 3 Image Klein and fall under
the FLUX Kommunity License.
- Downloads last month
- 503