Prompts in ReVAnimated Model

Fine-tuned models

What is fine-tuning?

Fine-tuning is a common technique in machine learning. It takes a model that is trained on a wide dataset and trains a bit more on a narrow dataset.A fine-tuned model will be biased toward generating images similar to your dataset while maintaining the versatility of the original model.

Why do people make them?

Stable diffusion is great but is not good at everything. For example, it can and will generate anime-style images with the keyword “anime” in the prompt. But it could be difficult to generate images of a sub-genre of anime. Instead of tinkering with the prompt, you can fine-tune the model with images of that sub-genre.

How are they made?

Two main fine-tuning methods are (1) Additional training and (2) Dreambooth. They both start with a base model like Stable Diffusion v1.4 or v1.5.

Additional training is achieved by training a base model with an additional dataset you are interested in. For example, you can train Stable Diffusion v1.5 with an additional dataset of vintage cars to bias the aesthetic of cars towards the sub-genre.

Dreambooth, initially developed by Google, is a technique to inject custom subjects into text-to-image models. It works with as few as 3–5 custom images. You can take a few pictures of yourself and use Dreambooth to put yourself into the model. A model trained with Dreambooth requires a special keyword to condition the model.

There’s another less popular fine-tuning technique called textual inversion (sometimes called embedding). The goal is similar to Dreambooth: Inject a custom subject into the model with only a few examples. A new keyword is created specifically for the new object. Only the text embedding network is fine-tuned while keeping the rest of the model unchanged. In layman’s terms, it’s like using existing words to describe a new concept.

((Best quality)), ((a female 30 yo. wizard)), colored cloak, crystal-tipped staff, late afternoon, overcast sky, spring, blood,war-torn battlefield, battered armor, bloodstained ground, eagle birds, on eye level, a scenic, masterpiece.

(Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)), during a full moon, in a snowy mountain landscape, winter, wearing a long white fur coat and boots, carrying a magical lantern, casting a spell with her other hand, creating a mystical aura around her, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)), at dawn, on a sandy beach, summer, wearing a light blue dress, with a woven flower crown on her head, casting a spell with her hand towards the sea, creating a water vortex, surrounded by seagulls flying, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)), at dusk, on a rooftop overlooking a city, spring, wearing a black suit with a red tie, with a top hat and a pocket watch in her hands, casting a spell with a wand, creating a colorful display of fireworks in the sky, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)), in the middle of the night, in a dense forest, autumn, wearing a dark green cloak, carrying a magic wand, casting a spell with glowing blue sparks, surrounded by glowing mushrooms and fireflies, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)), during a stormy day, on a cliff by the sea, winter, wearing a long purple coat, with a golden necklace and earrings, casting a spell with her hands towards the ocean, creating a powerful lightning bolt, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)), at sunrise, in a desert landscape, summer, wearing a light orange dress, with a turquoise belt and bracelets, holding a magical orb, casting a spell with her other hand, creating a sandstorm with a dragon-shaped sand tornado, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)), at noon, in a castle garden, spring, wearing a pink dress, with a floral headband, holding a book of spells, casting a spell with her finger, creating a rainbow-colored butterfly, surrounded by blooming flowers and butterflies, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)), during a sunset, on a mountain peak, winter, wearing a white fur coat, with a silver tiara, holding a crystal ball, casting a spell with her other hand, creating a mesmerizing aurora borealis in the sky, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female )), in the morning mist, in a bamboo forest, summer, wearing a green kimono, with a bamboo hat and sandals, casting a spell with a paper charm, creating a glowing dragonfly, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((devil female )), under a rainbow, in a meadow, spring, wearing a blue dress, with a silver pendant, holding a wand with a butterfly on top, casting a spell with her other hand, creating a field of blooming flowers, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((Arabic smiling beautiful female )), at midnight, in a Gothic cathedral, autumn, wearing a black cloak, with a silver cross necklace, holding a lit candle, casting a spell with a whisper, creating a shadowy ghostly apparition, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), (( smiling beautiful female )), at midnight, in a Gothic cathedral, autumn, wearing a black cloak, with a silver cross necklace, holding a sword, casting a spell with a whisper, creating a shadowy ghostly apparition, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), (( beautiful female )), a blue eyes, at midnight, in a Gothic cathedral, autumn, wearing a white cloak, with a golden crown necklace, holding a sword, casting a spell with a whisper, creating a shadowy ghostly apparition, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)) and ((old woman wizard)), in a mystical forest, at dawn, autumn, wearing flowing robes, with staffs and potions, casting spells together, creating a magical shield to ward off an incoming dragon, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), (((smiling beautiful 20yo. female wizard) together with (old 60 yo. woman wizard))), in a flowery meadow, at noon, summer, wearing sun hats and gardening gloves, with watering cans and pruning shears, tending to magical plants, brewing healing potions, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)) , in a battlefield, at midnight, during a stormy night, with rain pouring down, wearing armor and wielding swords, casting spells to protect their army from an enemy onslaught, blood spattered on their faces, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)) , in a dark forest, at night, during a heavy rainstorm, wearing cloaks and carrying torches, casting spells to fend off a pack of vicious werewolves, blood on their hands and faces, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)) , in a deserted graveyard, during a violent thunderstorm, at midnight, wearing robes and holding skulls, casting spells to summon the spirits of the dead, blood dripping from their fingertips, on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((beautiful female wizard)) , in a deserted graveyard, during a violent thunderstorm, at midnight, wearing robes and ((holding skulls)), casting spells to summon the spirits of the dead, ((blood dripping from their fingertips)), on eye level, scenic, masterpiece.

((Best quality)), ((masterpiece)), ((realistic)), ((old woman wizard)), on a cliff overlooking the sea, during a fierce storm, at night, with lightning flashing and rain pouring down, wearing long coats and wielding staffs, casting spells to control the elements and ward off a deadly sea monster, blood on their clothes, on eye level, scenic, masterpiece.

“Witness an ((old woman devil wizard)) in her element, as she stands atop a cliff overlooking a raging ocean during a stormy night. Her outfit consists of a long black cloak with a hood, adorned with intricate golden embroidery. She holds a crystal orb in one hand, which glows a deep red as she casts a spell. The lightning illuminates her face, revealing her stern expression. On eye level, scenic, masterpiece.”

"Experience the power of nature with this stunning portrait of a ((beautiful female wizard)) during a thunderstorm. She stands on a hilltop, surrounded by tall trees and a raging river, with bolts of lightning illuminating the dark sky. She wears a long red cloak and holds a staff made of twisted wood with a crystal on top. An eagle perches on her shoulder, unafraid of the storm. The intensity of the scene creates a mesmerizing and unforgettable masterpiece. On eye level, scenic, masterpiece.”

”This realistic and highly detailed portrait of a ((beautiful female wizard)) depicts her in the dead of winter, surrounded by snow-covered trees and a frozen river. She wears a long white coat trimmed with fur and a matching fur hat. In her hand, she holds a wand made of ice crystals that glimmers in the sunlight. Her breath creates a white mist in the cold air, and a pack of wolves watches her from a distance. This captivating portrait captures the magic of winter in a truly remarkable masterpiece. On eye level, scenic, masterpiece.”

Step into the world of magic and wonder with this enchanting portrait of a ((beautiful smiling female wizard)) on a clear night under a full moon. She stands in a field of lavender, surrounded by fireflies that light up the night sky. She wears a long blue dress with a flowing skirt, and her hair cascades in soft curls. A white owl perches on her outstretched arm, and the moon’s gentle light creates an otherworldly ambiance that brings this portrait to life. On eye level, scenic, masterpiece.

2 heads, elongated body, 2 faces, cropped image, out of frame, draft,deformed hands, closed eyes, signature, watermark, twisted fingers, double image, long neck, extra limb, ugly, poorly drawn hands, missing limb, ugly, over-saturated, grain, blurry, bad anatomy, disfigured, poorly drawn face, mutation, disconnected limbs, out of focus, long body, disgusting, poorly drawn, mutilated, mangled, extra fingers, gross proportions, missing arms, mutated hands, mutilated hands, cloned face, missing legs,extra foot,extra legs, extra six fingers

Dark night, snowfall, purple robe, golden staff, pointed hat, burning fire, starry sky, misty forest, howling wolf, piercing gaze, red lips, aged face. ((realistic)), ((old woman devil)), scenic, masterpiece

Early morning, autumn leaves, green shawl, wooden staff, round glasses, large nose, small wrinkles, yellow eyes, striped socks, black boots, old leather-bound book. ((best quality)), ((masterpiece)), scenic, portrait of an old woman devil wizard

Late afternoon, blooming flowers, red cloak, crystal ball, silver jewelry, black cat, curved horns, sharp nails, mysterious smile, castle ruins, stormy clouds, distant lightning. ((old woman devil)), ((realistic)), scenic, masterpiece

((Realistic)), ((old man wizard)), walking stick, green robe, misty forest, dawn, sun rays, orange sky, leaves, pine trees, mushrooms, stones, on eye level, scenic, masterpiece.

((Masterpiece)), ((old man wizard)), wizard hat, red cloak, golden hour, sunset, orange sky, wheat field, haystack, windmill, barn, trees, on eye level, a scenic, masterpiece.

((Realistic)), ((old man wizard)), staff, purple robe, blooming cherry blossom trees, midday, clear sky, cherry blossom petals, pond, pagoda, bridge, on eye level, scenic, masterpiece.

((Masterpiece)), ((old man wizard)), wizard hat, green robe, mid-morning, sunny day, spring, dandelions, apple orchard, farmhouse, smoke rising from the chimney, eagle birds, on eye level, scenic, masterpiece.

((Realistic)), ((old man wizard)), blue cloak, flames of a raging fire, midday, clear sky, summer, eagle birds, log cabin, river, mountains in the distance, on eye level, scenic, masterpiece.

((Realistic)), ((old woman wizard)), blue cloak, flames of a raging fire, midday, clear sky, summer, eagle birds, log cabin, river, mountains in the distance, on eye level, scenic, masterpiece.

((Best quality)), ((old man wizard)), black cloak, silver eagle-headed staff, late evening, starry night, winter, snow-covered ground, campfire, eagle birds, dark trees, on eye level, scenic, masterpiece.

((Best quality)), ((old man wizard)), black cloak, silver eagle-headed staff, late evening, starry night, winter, snow-covered ground, campfire, eagle birds, dark trees, on eye level, scenic, masterpiece.

((Masterpiece)), ((old man wizard)), pointed hat, purple cloak, heavy rain, thunderstorm, dark clouds, flash of lightning, waterfalls, mist, rocks, eagle birds, on eye level, scenic, masterpiece.

((Masterpiece)), ((old woman wizard)), pointed hat, purple cloak, heavy rain, thunderstorm, dark clouds, flash of lightning, waterfalls, mist, rocks, eagle birds, on eye level, scenic, masterpiece.

((Masterpiece)), ((smiling a beautiful female 39 yo. wizard)), pointed hat, purple cloak, heavy rain, thunderstorm, dark clouds, flash of lightning, waterfalls, mist, rocks, eagle birds, on eye level, a scenic, masterpiece.

((Masterpiece)), ((a female 30 yo. wizard)), pointed hat, red cloak, heavy rain, strong storm, thunderstorm, dark clouds, flash of lightning, waterfalls, mist, rocks, eagle birds, on eye level, a scenic, masterpiece.

((Realistic)), ((old man wizard)), brown cloak, wooden staff, late afternoon, cloudy sky, autumn, yellow leaves, raging river, waterfall, eagle birds, rocks, on eye level, scenic, masterpiece.

((Realistic)), ((50 yo. woman wizard)), colored detailed cloak, wooden staff, late afternoon, cloudy sky, autumn, yellow leaves, raging river, waterfall, eagle birds, rocks, on eye level, a scenic, masterpiece.

((Best quality)), ((old man wizard)), gray cloak, dragon-headed staff, midday, clear sky, summer, bright sunlight, rainbow, waterfall, eagle birds, green forest, on eye level, scenic, masterpiece.

((Best quality)), (( woman wizard)), dragon-headed staff, midday, clear sky, winter, huge storm, fires, bright sunlight, rainbow, waterfall, eagle birds, green forest, on eye level, a scenic, masterpiece.

((Best quality)), (( angry woman wizard)), dragon-headed staff, midday, clear sky, winter, huge storm, fires, bright sunlight, rainbow, waterfall, eagle birds, green forest, on eye level, a scenic, masterpiece.

((Masterpiece)), ((old man wizard)), green hat, blue cloak, misty morning, light rain, spring, blooming flowers, waterfall, (2 eagle birds), mountains in the distance, on eye level, scenic, masterpiece.

((Best quality)), ((old man wizard)), golden cloak, magic orb, dusk, cloudy sky, war-torn battlefield, fallen soldiers, burning ruins, eagle birds, on eye level, scenic, masterpiece.

((Masterpiece)), ((2 man wizard)), black hat, gray cloak, early morning, foggy autumn, war-torn battlefield, rusty swords, tattered flags, eagle birds, on eye level, scenic, masterpiece.

((Realistic)), ((old woman wizard)), blue cloak, wooden staff, midday, sunny day, summer, lush grass, war-torn battlefield, wooden shields, broken arrows, eagle birds, on eye level, scenic, masterpiece.

((Best quality)), ((old man wizard)), green cloak, crystal-tipped staff, late afternoon, overcast sky, spring, war-torn battlefield, battered armor, bloodstained ground, eagle birds, on eye level, scenic, masterpiece.

Note:

Please leave any note in the comments about any image, mentioning its number, for the purpose of developing results in the future.

Thanks for reading If you love this tutorial, give some claps.

Connect with me on FB, Github, LinkedIn, my blog, PyPi, Google Store Play, and my youtube channel,Email:falahgs07@gmail.com