ream a dog holding a cigar and glass with whiskey + dim volumetric lighting, 8k octane beautifully ...
Portrait of a clown wearing a medieval royal robe and an ornate crown on a colorful close ...
Burger gone wild, mega detailed, volumetric lighting, beautiful, golden hour, sharp focus, ultra detail ...
3 d render abundant flowering hosta plants made from ideas, 3 d geometric neon shapes ...
3 d sci - fi cgartist rendering of a hyper realistic marble greek statuary bust floating in space ...
4k Portrait of Friedrich Nietzsche in his Suit with a chiseled Jawline and serious Look ...
A 3 d render of peewee herman on max headroom, octane render, unreal engine, hyperrealism, 8 k ...
A beautiful classy partying couple, dimly lit upscale 1920s speakeasy, relaxed pose, art deco, detail ...
A chubby tabby cat surfing on a rainbow in outer space, diffuse lighting, fantasy, intricate, surreal ...
A closeup photorealistic photograph of a rabbit chef. film still, vibrant colors. this 4 k hd image ...
A contemporary painting of a little boy sits in his bed and looks through the window into the night ...
A cow in a luxury chair reading the newspaper, digital art, landscape, fantasy art, octane render ...
A creepy slimy pink ocelot that looks like an investigator, wearing a long beige trench coat, CGI ...
A goldfish swimming inside a whiskey glass, close up view, dramatic lighting, DOF, caustics, soft ...
Beautiful ceramics studio photograph of a tall geometric symmetrical stoneware vase glazed by Jackson ...
A full body portrait of a beautiful french milkmaid in silk underwear, recumbent in the arboreal sun ...
A grinning girl, with plant patterns, her face looks like an orchid, she is the center of the garden ...
A high quality illustration of a goth-clown hybrid with red hair, trending on artstation, hd ...
Detailed soft painting of a scarecrow and his wife dancing. lino print elegant highly detailed artst
A portrait of japanese crane walking into a forest of japanese pines, by range murata, a big red sun ...
Inference
Inference
Inference
Inference
Inference
Inference
Inference
Inference
AnimateDiff + LCM 12-Step | AnimateDiff + UniFL 12-Step | AnimateDiff + LCM 12-Step | AnimateDiff + UniFL 12-Step |
"a drop of black ink falling in a superwhite background in slow motions angle advertising." | "a drop of black ink falling in a superwhite background in slow motions angle advertising." | "3d animated female character, singing and moving her arms, musical film style , 4k, high quality vid ..." | "3d animated female character, singing and moving her arms, musical film style , 4k, high quality vid ..." |
":lipsticks advertisement -camera pan up right -s 7." | ":lipsticks advertisement -camera pan up right -s 7." | "modern swimming pool villa design by arquitetura, in winter, snow, in the style of 32k uhd, white and blue ... " | "modern swimming pool villa design by arquitetura, in winter, snow, in the style of 32k uhd, white and blue ..." |
"A cute talking panda stands in the museum, furry,Chinese New Year style red clothes, cinematic, 4k, epic Steven Spielberg movie still ..." | "A cute talking panda stands in the museum, furry,Chinese New Year style red clothes, cinematic, 4k, epic Steven Spielberg movie still ..." | "a uniquely captivating Ferrari Portofino advertisement, emphasizing its elegance and speed, night, ultra-high definition." | "a uniquely captivating Ferrari Portofino advertisement, emphasizing its elegance and speed, night, ultra-high definition." |
Diffusion models have revolutionized the field of image generation, leading to the proliferation of high-quality models and diverse downstream applications. However, despite these significant advancements, the current competitive solutions still suffer from several limitations, including inferior visual quality, a lack of aesthetic appeal, and inefficient inference, without a comprehensive solution in sight. To address these challenges, we present UniFL, a unified framework that leverages feedback learning to enhance diffusion models comprehensively. UniFL stands out as a universal, effective, and generalizable solution applicable to various diffusion models, such as SD1.5 and SDXL. Notably, UniFL incorporates three key components: perceptual feedback learning, which enhances visual quality; decoupled feedback learning, which improves aesthetic appeal; and adversarial feedback learning, which optimizes inference speed. In-depth experiments and extensive user studies validate the superior performance of our proposed method in enhancing both the quality of generated models and their acceleration. For instance, UniFL surpasses ImageReward by 17% user preference in terms of generation quality and outperforms LCM and SDXL Turbo by 57% and 20% in 4-step inference. Moreover, we have verified the efficacy of our approach in downstream tasks, including Lora, ControlNet, and AnimateDiff.