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DPO (Direct Preference Optimization) LoRA for XL and 1.5 - OpenRail++

RAW photo, a close-up picture of a dog, blue eyes, reflection in it's eyes
RAW photo, a close-up picture of a cat, orange eyes, reflection in it's eyes
Portrait of a young man with a chiseled jawline, emerald green eyes, and tousled brown hair. He wears a Greek warrior's armor and stands on a cliff overlooking the Aegean Sea. he is holding a sign saying "AIEasyPic"
Portrait of a young man with a chiseled jawline, emerald green eyes, and tousled brown hair. He wears a Greek warrior's armor and stands on a cliff overlooking the Aegean Sea. he is holding a sign saying "AIEasyPic"
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RAW photo, a close-up picture of a cat, orange eyes, reflection in it's eyes
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Model Description by Creator

What is DPO?

DPO is Direct Preference Optimization, the name given to the process whereby a diffusion model is finetuned based on human-chosen images. Meihua Dang et. al. have trained Stable Diffusion 1.5 and Stable Diffusion XL using this method and the Pick-a-Pic v2 Dataset, which can be found at https://huggingface.co/datasets/yuvalkirstain/pickapic_v2, and wrote a paper about it at https://huggingface.co/papers/2311.12908.

What does it Do?

The trained DPO models have been observed to produce higher quality images than their untuned counterparts, with a significant emphasis on the adherence of the model to your prompt. These LoRA can bring that prompt adherence to other fine-tuned Stable Diffusion models.

Who Trained This?

These LoRA are based on the works of Meihua Dang (https://huggingface.co/mhdang) at

https://huggingface.co/mhdang/dpo-sdxl-text2image-v1 and https://huggingface.co/mhdang/dpo-sd1.5-text2image-v1, licensed under OpenRail++.

How were these LoRA Made?

They were created using Kohya SS by extracting them from other OpenRail++ licensed checkpoints on CivitAI and HuggingFace.

1.5: https://civitai.com/models/240850/sd15-direct-preference-optimization-dpo extracted from https://huggingface.co/fp16-guy/Stable-Diffusion-v1-5_fp16_cleaned/blob/main/sd_1.5.safetensors.

XL: https://civitai.com/models/238319/sd-xl-dpo-finetune-direct-preference-optimization extracted from https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/blob/main/sd_xl_base_1.0_0.9vae.safetensors

These are also hosted on HuggingFace at https://huggingface.co/benjamin-paine/sd-dpo-offsets/

Images Generated With This Model

RAW photo, a close-up picture of a cat, orange eyes, reflection in it's eyes
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Hidden For Public Users
RAW photo, a close-up picture of a cat, orange eyes, reflection in it's eyes
Info
RAW photo, a close-up picture of a dog, blue eyes, reflection in it's eyes
N/A
Hidden For Public Users
RAW photo, a close-up picture of a dog, blue eyes, reflection in it's eyes
Info
RAW photo, a close-up picture of a dog, blue eyes, reflection in it's eyes
N/A
Hidden For Public Users
RAW photo, a close-up picture of a dog, blue eyes, reflection in it's eyes
Info
RAW photo, a close-up picture of a cat, orange eyes, reflection in it's eyes
N/A
Hidden For Public Users
RAW photo, a close-up picture of a cat, orange eyes, reflection in it's eyes
Info
houjuu nue,1girl, solo, crying_with_eyes_open, open_mouth, looking_at_viewer, fang, heart-shaped_pupils, ahoge, red_bowtie, asymmetrical_wings, upper_body, sunset, outdoors, :d, blue_wings, center_frills, yellow_sky, black_dress, orange_sky, red_wings, cloudy_sky, nose_blush <lora:houjuu_nue_image7311_2023-12-20:1>,star-shaped_pupils,symbol-shaped_pupils,. gorgeous,key visual, vibrant, studio anime,award-winning, professional, highly detailed,high budget, cinemascope
N/A
Hidden For Public Users
houjuu nue,1girl, solo, crying_with_eyes_open, open_mouth, looking_at_viewer, fang, heart-shaped_pupils, ahoge, red_bowtie, asymmetrical_wings, upper_body, sunset, outdoors, :d, blue_wings, center_frills, yellow_sky, black_dress, orange_sky, red_wings, cloudy_sky, nose_blush <lora:houjuu_nue_image7311_2023-12-20:1>,star-shaped_pupils,symbol-shaped_pupils,. gorgeous,key visual, vibrant, studio anime,award-winning, professional, highly detailed,high budget, cinemascope
Info
<lora:zerotwo:1>,1girl, solo, zero_two_\(darling_in_the_franxx\), long_hair, horns, pink_hair, looking_at_viewer, hand_on_hip, smile, hairband, necktie, simple_background, bangs, short_necktie, uniform, white_hairband, grey_background, closed_mouth, straight_hair, aqua_eyes, red_dress, long_sleeves, military_uniform, eyeshadow, orange_necktie, makeup, military, green_eyes, double-breasted
N/A
Hidden For Public Users
<lora:zerotwo:1>,1girl, solo, zero_two_\(darling_in_the_franxx\), long_hair, horns, pink_hair, looking_at_viewer, hand_on_hip, smile, hairband, necktie, simple_background, bangs, short_necktie, uniform, white_hairband, grey_background, closed_mouth, straight_hair, aqua_eyes, red_dress, long_sleeves, military_uniform, eyeshadow, orange_necktie, makeup, military, green_eyes, double-breasted
Info
masterpiece, best quality， <lora:zerotwo:1>,1girl, solo, long_hair, zero_two_\(darling_in_the_franxx\), pink_hair, horns, lollipop, food, candy, uniform, hairband, green_eyes, military_uniform, white_background, looking_at_viewer, simple_background, open_mouth, white_hairband, orange_necktie, necktie, military, bangs, straight_hair, breasts, mouth_hold, arms_up, arms_behind_head, upper_body, red_dress, medium_breasts, dress, eyeshadow
N/A
Hidden For Public Users
masterpiece, best quality， <lora:zerotwo:1>,1girl, solo, long_hair, zero_two_\(darling_in_the_franxx\), pink_hair, horns, lollipop, food, candy, uniform, hairband, green_eyes, military_uniform, white_background, looking_at_viewer, simple_background, open_mouth, white_hairband, orange_necktie, necktie, military, bangs, straight_hair, breasts, mouth_hold, arms_up, arms_behind_head, upper_body, red_dress, medium_breasts, dress, eyeshadow
Info
margaret_odeus, mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, henshin, fiery_hair, angry, outstretched hand, floating hair, fire, dynamic pose, backlighting, depth of field, indirect lighting, dim lighting, curvy, thick thighs, narrow waist, wide hips, large breasts, <lora:margaret_v01:0.80>
N/A
Hidden For Public Users
margaret_odeus, mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, henshin, fiery_hair, angry, outstretched hand, floating hair, fire, dynamic pose, backlighting, depth of field, indirect lighting, dim lighting, curvy, thick thighs, narrow waist, wide hips, large breasts, <lora:margaret_v01:0.80>
Info
margaret_odeus, mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, fiery_hair, angry, floating hair, fire, from behind, henshin, fighting stance, backlighting, depth of field, indirect lighting, dim lighting, hand curvy, thick thighs, narrow waist, wide hips, large breasts, <lora:margaret_v01:0.80>
N/A
Hidden For Public Users
margaret_odeus, mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, fiery_hair, angry, floating hair, fire, from behind, henshin, fighting stance, backlighting, depth of field, indirect lighting, dim lighting, hand curvy, thick thighs, narrow waist, wide hips, large breasts, <lora:margaret_v01:0.80>
Info
margaret_odeus, mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, henshin, fiery_hair, angry, outstretched arms, floating hair, fire, dynamic pose, backlighting, depth of field, indirect lighting, dim lighting, curvy, thick thighs, narrow waist, wide hips, large breasts, <lora:margaret_v01:0.80>
N/A
Hidden For Public Users
margaret_odeus, mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, henshin, fiery_hair, angry, outstretched arms, floating hair, fire, dynamic pose, backlighting, depth of field, indirect lighting, dim lighting, curvy, thick thighs, narrow waist, wide hips, large breasts, <lora:margaret_v01:0.80>
Info
mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, henshin, fiery_hair, angry, outstretched hand, floating hair, fire, dynamic pose, backlighting, depth of field, indirect lighting, dim lighting, hand curvy, thick thighs, narrow waist, wide hips, large breasts,
N/A
Hidden For Public Users
mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, henshin, fiery_hair, angry, outstretched hand, floating hair, fire, dynamic pose, backlighting, depth of field, indirect lighting, dim lighting, hand curvy, thick thighs, narrow waist, wide hips, large breasts,
Info
mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, from behind, library, books, desk, backlighting, depth of field, indirect lighting, dim lighting, curvy, thick thighs, narrow waist, wide hips, large breasts,
N/A
Hidden For Public Users
mature female, detailed, masterpiece, HDR, detailed sharp, best quality, highres, 1girl, solo, long_hair, orange_eyes, hair_ornament, red_dress, cleavage, thighhighs, boots, makeup, thick lips, lipstick, eyeshadow, from behind, library, books, desk, backlighting, depth of field, indirect lighting, dim lighting, curvy, thick thighs, narrow waist, wide hips, large breasts,
Info

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