Impasto oil painting of a lighthouse standing tall on rocky shore with vibrant waves crashing, detailed night starry sky and cozy lighting.
Impasto oil painting of a cyberpunk woman in black leather outfit wearing a VR headset, sitting on a mechanical power suit inside an industrial room.

Recommended Parameters

samplers

DPM++ 2M, SGM Uniform scheduler, Euler, Euler_A, DPM++ 2M SGM Uniform

steps

5 - 20

cfg

3.5

resolution

1024x1536

other models

flux1-dev-fp8 (1be961341b)

Tips

Apply a thick layer of paint effect for best results.

Works better for landscapes, less effective on people.

Try Euler or Euler_A samplers if the effect is too strong.

Experiment with different weight combinations of Variants 1 and 2 to dial the paintstroke tendency.

Brushstrokes become more rectangular and pronounced when used with the 4 steps Schnell LoRA.

Version Highlights

I want to see if I can make the LoRA produce more "natural" brushstrokes. So I used images captioned with Florence 2, and removed images that have more "rectangular" brush strokes from the training set. The result does seem to work. This is probably going to be the last variant of this LoRA 😹.

To give you some idea of the images that went into the training set, you can see this post, which was created using the Florence 2 captions for the training set.

This is epoch 11 from 12 epochs. The rest can be found here: tensor. art/models/804233992246203471/Impasto-Oil-V6-CapD6A3Cos5-2024-12-06-19:09:36-Ep-11

FLUX.1 - dev-fp8

Trigger: impasto oil painting

Repeat: 20 Epoch: 12 17 512x512 image (* 20 12 17)=4080 steps

Unet LR: 0.0005

Scheduler: cosine

Optimizer: AdamW

Network Dim: 6 Alpha: 3

Prompt: impasto oil painting of punk sailor moon playing a guitar at a heavy metal mosh pit, tattoos, pearcing

Sampler: dpmpp_2m

Epoch Loss

1 0.441

2 0.4??

3 0.415

4 0.406

5 0.381

6 0.383

7 0.376

8 0.356

9 0.351

1 0.328 <- lowest

11 0.330 probably test this one first

12 0.342

Apply a thick layer of paint to your canvas. Works better with landscape, weaker on people. All the examples are using DPM++ 2M with the SGM Uniform scheduler at 20 steps or 5 steps with the Schnell LoRA. If you find the effect too strong, try Euler or Euler_A instead.

Variant 3 was trained with Florence 2 captioning, in the hope that the brushstroke will be more "targeted". The training set differs slightly from Variant 2 in that a few images with "rectangular" brushstrokes have been removed. This is probably going to be the last variant of this LoRA 😹.

The different between variant 1 and variant 2 are not big but noticeable. Variant 1 has the tendency to produce trees, and the brush strokes can be more rectangular. One can also try different weight combinations of the two variants to dial up one or the other.

Variant 2 has more of an oil painting effect on people, but the brush stroke can seem to be more random. Colors also seem to be slightly more vibrant with Variant 2?

Brushstrokes tend to be more rectangular and more pronounced when this LoRA is used together with the 4 steps Schnell LoRA. To see the difference, you can compare the sample gallery against this post and this post, which are generated 20 steps without the use of the 4 steps Schnell LoRA.

To give you some idea of the images that went into the training set, you can see this post, which was created using the Florence 2 captions for the training set.

You can find other epochs of Variant 1 here: tensor. art/models/802426665713054686/Impasto-Oil-V1-NoCapD6A6Cos6-2024-12-01-23:22:40-Ep-10

Epoch 5 in particular is worth trying: tensor. art/models/802413737861519059

All epochs of Variant 2 can be found here: tensor. art/models/803870187041456795/Impasto-Oil-V5-NoCapD6A3Cos5-2024-12-04-19:44:33-Ep-10

All epoch of Variant 3 can be found here: tensor. art/models/804233992246203471/Impasto-Oil-V6-CapD6A3Cos5-2024-12-06-19:09:36-Ep-11

Here is what ChatGPT has to say about the subject

The impasto technique is a painting method where thick layers of paint are applied to a surface, creating a textured, three-dimensional effect. The term "impasto" comes from the Italian word for "paste" or "dough," reflecting the dense, sculptural quality of the paint.


Key Characteristics

  1. Thick Paint Application: Paint is applied so thickly that brushstrokes or palette knife marks are clearly visible.

  2. Texture: The raised areas of paint create physical texture, adding depth and dimension to the artwork.

  3. Light and Shadow: The ridges and grooves of the paint catch and reflect light differently, enhancing the sense of movement and energy in the piece.

  4. Expressive Style: Impasto is often associated with bold, expressive work due to the dramatic texture and emphasis on the artist's gestures.


How It’s Done

  • Tools: Artists typically use a palette knife, bristle brushes, or fingers to apply thick paint.

  • Paint: Impasto works best with heavier paints like oil or acrylic, which retain their shape and thickness. Mediums or additives can also be mixed into paints to increase their viscosity.

  • Layering: The technique may involve layering wet paint over wet (wet-on-wet) or letting layers dry between applications.


Purpose and Effects

  • Emotional Impact: Impasto conveys a sense of immediacy and intensity, emphasizing the artist’s physical interaction with the canvas.

  • Focus on Gesture: Visible strokes draw attention to the process of creation, making the technique itself part of the artwork's meaning.

  • Surface Interest: Adds tactile and visual interest, making the surface more engaging.

  • Realism or Abstraction: Can be used to create lifelike texture (e.g., the fur of an animal) or to emphasize abstraction through expressive strokes.


Historical and Modern Use

1. Old Masters
  • Early use of impasto can be seen in the works of artists like Rembrandt and Titian, who used it sparingly to add emphasis and realism, such as highlights on clothing or the glint in an eye.

2. Impressionists and Post-Impressionists
  • Vincent van Gogh is famous for his bold, swirling impasto strokes, particularly in works like The Starry Night, where the technique conveys emotion and movement.

  • Claude Monet also used impasto in his textured landscapes, capturing light and atmosphere.

3. Expressionists and Modern Artists
  • Expressionists such as Edvard Munch and later painters like Jackson Pollock and Willem de Kooning used impasto as a way to communicate raw emotion and energy.

  • Contemporary artists continue to use impasto to experiment with texture, depth, and interactivity in their work.


Advantages and Challenges

Advantages
  • Creates dynamic, tactile artworks.

  • Enhances visual interest through light and shadow interplay.

  • Adds a physical and emotional dimension to the painting.

Challenges
  • Requires skill to control the paint and achieve desired effects.

  • Thick layers may take a long time to dry, especially with oil paints.

  • Can be costly due to the amount of paint used.


Famous Works Featuring Impasto

  • The Starry Night (Vincent van Gogh)

  • Self-Portrait (Rembrandt)

  • Woman III (Willem de Kooning)


The impasto technique is not only a method of painting but also a means of personal expression, allowing artists to leave a physical trace of their movements and emotions on the canvas. Its ability to bring vibrancy and depth to a piece ensures its continued popularity among painters.

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Model Details

Model type

LORA

Base model

Flux.1 D

Model version

Variant 3 (Florence2)

Model hash

af5f9034be

Trained words

impasto oil painting

Discussion

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Images by Impasto Oil Painting Style - Variant 3 (Florence2)

Impasto oil painting of a lighthouse standing tall on rocky shore with vibrant waves crashing, detailed night starry sky and cozy lighting.
Impasto oil painting of a cyberpunk woman in black leather outfit wearing a VR headset, sitting on a mechanical power suit inside an industrial room.

art Images

Closeup abstract portrait featuring a face with closed eyes, created using tricolor ink with explosive brush strokes, splashes of orange, blue, red, and black, conveying emotional intensity and chaotic energy.
Highly detailed digital illustration of a mandrill's head with vibrant red face, yellow eyes, intricate black and white patterns, and feathered fur texture on black background.
A red and black sketch of a dragon looming over a person in the rain at night.
Abstract acrylic painting of a goldfish underwater with striking red, white, and black colors on a dark background
Portrait of a determined military commander with ginger hair and blue eyes wearing an elegant, gold-accented navy uniform blending Napoleonic era and cyberpunk styles, standing in a smoky urban stronghold.
A detailed portrait of a freckled elven hemomancer woman wearing a scarlet hood and robes, with blood-red eyes and intricate magical symbols swirling in a dark forest cave.
Silhouette of a woman standing against a beige background with vivid colorful fractal-like splashes of paint in red, yellow, blue, orange, and purple around her.
Stylish woman wearing a black leather bralette and high-waisted wide-legged pants, standing confidently with arms extended. She has long braided hair and bright green platform heels. The background features green tones with shadow patterns.
Minimalist flat vector artwork showing a silhouette of a slender woman walking on a beach at Cap Canaille, Southern France with a large blue sky filled with white clouds and contrails above the Côte d'Azur coast.
Silhouette of a woman with gold foil dress, standing in a lake with a giant golden moon in the background, set in an Asian landscape.

oil Images

Whimsical Victorian gothic girl with mechanical gears and clock elements, standing in a moonlit forest surrounded by twisted bare trees and large clockwork gears.
A man with a buzzcut wearing a dirty leather jacket squats on sandy ground in a desolate wasteland. Behind him, a rusty black Dodge Challenger with an oversized engine and exposed pipes stands with a 'flux' license plate.
Anime woman with long black hair in a gothic cemetery, under a full moon. AI generated image using stable diffusion.
Futuristic hand with cybernetic enhancement created using stable diffusion AI image generator.

oil painting Images

A silver-haired elf woman wearing futuristic armor stands against a swirling, colorful sky with clouds, depicted in a vivid cyberpunk oil painting style.
A solemn young female vampire with piercing red eyes and flowing black cloak lined in red, standing before a towering Gothic Transylvanian castle under a full moon night sky.
A pale, skinny gothic princess with long hair standing in a medieval church, illuminated by warm light from a tall window, painted in a Rembrandt style.
A young girl with long white hair wearing a black Iron Man suit and a futuristic black gas mask, standing in front of a black skinned alien with red glowing eyes inside a dark spaceship.
Old pirate ghost ship stranded on a deserted beach at night under a large full moon with seagulls flying and dramatic lighting reflecting in the sea.
A vibrant painterly oil painting of a red-haired girl with twin braids, joyfully jumping with a torn black and red dress, set against a bright blue background with sparkles.
Oil painting of a hopeful tween princess with blond hair and translucent skin, bathed in warm light, standing in a magical forest in 1895 England, rendered in classic Rembrandt style.
Golden silhouette of an oversized angel with mechanical wings emerging from a giant clock face, surrounded by steampunk gears and bathed in golden light.
Two young sisters play with a large, gentle bear inside a cozy medieval cottage, bathed in warm oil painting style light.
A slender futuristic elf princess with long white hair sitting at a candle-lit dinner table inside a space station overlooking Saturn's rings, in a detailed oil painting style inspired by Rembrandt.

painting Images

A stylized creature with glowing white skin and large blue eyes, surrounded by intricate white branch-like structures extending outward from the head and body.
A surreal, haunting scene with dark, ominous creatures dancing on a glowing pathway leading to an ultrarealistic manor under a huge, colorful moon in a moonlit city.
Portrait of a young woman resembling Zelda with blonde hair, elf ears, blue eyes, wearing a golden tiara and deep purple medieval dress with ornate gold details.
A painting of yellow flowers in an orange flower pot placed on a table with a green background.
A crashed DC3 passenger plane rests on a snowy glacier surrounded by towering icy mountains under a glowing yellow sky, evoking a serene and emotional tone.
Two hikers walking along a rocky path through colorful rhyolite mountains under a sky filled with large clouds, semi-realistic style
A highly detailed digital art of a female cyborg in a mechanical orange and white armor suit, standing against a bright deep blue sky with some clouds.
Silhouette of Aku Bouzu figure standing in front of a vibrant key lime and deep crimson gradient background, holding a single rose from a thorny bush, surrounded by dripping watercolor and pop art style effects.
Profile of a slim Egyptian siren with sleek ponytail and olive-toned skin standing in a field of glowing orange wildflowers under a surreal sky filled with unconventional spacecraft and twinkling stars.
Portrait of an elf queen with dark purple skin and glowing cyan eyes, long blue hair, wearing a white dress with silver ornaments and a head wreath made of leaves and silver strings.

style Images

3D model of the Iron Giant robot standing outdoors at night, facing a boy in a yellow hoodie, with a starry sky and mountain scenery in the background.
Detailed illustration of a black-haired girl in a dynamic, abstract ink and chalk composition with a curvy figure and vibrant lips
A detailed oil painting of a black raven perched on a gnarled, leafless tree branch against a vibrant sunset sky with orange and red clouds, distant mountains, and a soft glowing moon.
Close-up portrait of a sensual young woman with fiery eyes and a devilish smile, rendered in a gothic, dark style with fiery orange and black charcoal-like textures.
Full-body shot of a ballet dancer with violet hair in a pleated dress on a polished floor with ribbons and petals.
Woman with short blue hair in black mini dress at amusement park.
Woman in animal print leggings and satin camisole in a handcrafted living room.
Lower body wearing gold ankle boots and multicolor dress.
A stylish anime girl with dark hair in a ponytail, wearing a white shirt, red high-waisted pants, and a black jacket. AI generated image using Stable Diffusion.
Blonde woman with long straight hair, wearing an off-shoulder white top, standing in a bright room. This is an AI generated image using Stable Diffusion.