FuturEvoLab

Prompt weighting in Stable Diffusion allows you to emphasize or de-emphasize specific parts of your text prompt, giving you more control over the generated image. Different types of brackets are used to adjust the weights of keywords, which can significantly affect the resulting image. In this tutorial, we will explore how to use parentheses (), square brackets [], and curly braces {} to control keyword weights in your prompts.Basics of Prompt WeightingBy default, each word or phrase in your prompt has a weight of 1. You can increase or decrease this weight to control how much influence a particular word or phrase has on the generated image. Here’s a quick guide to the different types of brackets:1. Parentheses (): Increase the weight of the enclosed word or phrase.2. Square Brackets []: Decrease the weight of the enclosed word or phrase.3. Curly Braces {}: In some implementations, they behave similarly to parentheses but with slightly different multipliers.Using Parentheses to Increase WeightParentheses () are used to increase the weight of the enclosed keywords. This means the AI model will give more importance to these words when generating the image.• Single Parentheses: Increase the weight by 1.1 times.• Example: (girl) increases the weight of “girl” to 1.1.• Nested Parentheses: Increase the weight further.• Example: ((girl)) increases the weight of “girl” to 1.21 (1.1 * 1.1).You can also specify a custom weight:• Custom Weight: Specify the exact multiplier.• Example: (girl:1.5) increases the weight of “girl” to 1.5.Example Prompts:(masterpiece, best quality), (beautiful girl:1.5), highres, looking at viewer, smileUsing Square Brackets to Decrease WeightSquare brackets [] are used to decrease the weight of the enclosed keywords. This means the AI model will give less importance to these words when generating the image.• Single Square Brackets: Decrease the weight by 0.9 times.• Example: [background] decreases the weight of “background” to 0.9.• Nested Square Brackets: Decrease the weight further.• Example: [[background]] decreases the weight of “background” to 0.81 (0.9 * 0.9).Example Prompts:(masterpiece, best quality), (beautiful girl:1.5), highres, looking at viewer, smile, [background:0.8]Using Curly BracesCurly braces {} are less commonly used but in some implementations (e.g., NovelAI), they serve a similar purpose to parentheses with different default multipliers. For instance, {word} might be equivalent to (word:1.05).Example Prompts:(masterpiece, best quality), {beautiful girl:1.3}, highres, looking at viewer, smileCombining WeightsYou can combine different types of brackets to fine-tune the prompt further:• Example: ((beautiful girl):1.2), [[background]:0.7]Example Prompts:(masterpiece, best quality), ((beautiful girl):1.2), highres, looking at viewer, smile, [[background]:0.7]Practical ExamplesIncreasing Emphasis:To generate an image where the focus is heavily on the “girl”:(masterpiece, best quality), (beautiful girl:1.5), highres, looking at viewer, smile, [background:0.8]Decreasing Emphasis:To generate an image where the “background” is less emphasized:(masterpiece, best quality), beautiful girl, highres, looking at viewer, smile, [background:0.5]ConclusionBy using parentheses, square brackets, and curly braces effectively, you can guide Stable Diffusion to prioritize or de-prioritize certain elements in your prompt, resulting in images that better match your vision. Practice using these weighting techniques to see how they affect your generated images, and adjust accordingly to achieve the best results.〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓　★★★　FuturEvoLab　★★★　〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓Welcome to FuturEvoLab! We greatly appreciate your continuous support. Our mission is to delve deep into the world of AI-generated content (AIGC), bringing you the latest innovations and techniques. Through this platform, we hope to learn and exchange ideas with you, pushing the boundaries of what's possible in AIGC. Thank you for your support, and we look forward to learning and collaborating with all of you.In our exploration, we recommend several powerful models:Pony XL (Realistic)[Pony XL]Aurora Realism - FuturEvoLab[Pony XL]Lifelike Doll Romance - FuturEvoLabPony XL (Anime)[Pony XL]Cyber Futuristic Maidens - FuturEvoLab[Pony XL]Cyberworld Anime - FuturEvoLabDream Brush SDXL - FuturEvoLabSDXL 1.0 (Realistic)[SDXL]Lover's Light - FuturEvoLab[SDXL]Real style fantasy - FuturEvoLab[SDXL]Soulful Particle Genesis - FuturEvoLabSDXL 1.0 (Anime)[SDXL]Lovepunk Synth - FuturEvoLabFutureDreamWorks-SDXL-FuturEvoLabDreamEvolution-SDXL-FuturEvoLabStable Diffusion 1.5 (Realistic)[SD1.5]Genesis Realistic - FuturEvoLabTemptation Core - FuturEvoLab[SD1.5]Meris Realistic - FuturEvoLab[SD1.5]Fantasy Epic - FuturEvoLab[SD1.5]Fantasy - FuturEvoLabStable Diffusion 1.5 (Anime)[SD1.5]LoveNourish EX Anime - FuturEvoLab[SD1.5]LoveNourish Anime - FuturEvoLab[SD1.5]Temptation Heart【2.5D style】- FuturEvoLabBy leveraging these models, creators can generate images that range from hyper-realistic to vividly imaginative, catering to various artistic and practical applications.〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓　★★★　FuturEvoLab　★★★　〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓

The Significance of “BREAK” in Stable Diffusion PromptsUnderstanding Prompts and TokenizationStable Diffusion interprets prompts by dividing them into tokens, with earlier tokens often having a stronger influence on the resulting image than later ones. The model processes prompts in blocks of 75 tokens, making the order of tags within the prompt crucial for achieving the desired visual effects.The Role of “BREAK”“BREAK” is used to create a deliberate separation within the prompt, capping a token block at 75 tokens even if the prompt is shorter. This forces the model to reset the influence of subsequent words, allowing for more controlled and segmented impacts within the prompt.Practical ExampleConsider the following prompt sequence:Score_9, Score_8_up, Score_7_up, Score_6_up, Score_5_up, Score_4_up, masterpiece, best quality, BREAK (FuturEvoLabBadge:1.5), cyberpunk badge, BREAK Cyberpunk style, Cyberpunk girl head, wings composed of brushes behind her, BREAK front view, Purple energy gem, neon colors, intricate design, symmetrical pattern, futuristic emblem, vibrant hues, high-tech, black backgroundThis prompt is divided into segments using “BREAK” to manage the influence of each section:1. Quality and Style:Score_9, Score_8_up, Score_7_up, Score_6_up, Score_5_up, Score_4_up, masterpiece, best quality, BREAK1. This segment ensures the image is of the highest quality.2. Cyberpunk Badge:(FuturEvoLabBadge:1.5), cyberpunk badge, BREAK2. This specifies a detailed, futuristic badge with a cyberpunk theme.3. Character Description:Cyberpunk style, Cyberpunk girl head, wings composed of brushes behind her, BREAK3. This describes the main character and specific elements such as wings made of brushes.4. Additional Elements:front view, Purple energy gem, neon colors, intricate design, symmetrical pattern, futuristic emblem, vibrant hues, high-tech, black background4. These details enhance the overall composition with specific colors, patterns, and a high-tech appearance.Benefits of Using “BREAK”1. Controlled Influence: Isolates specific tags to minimize unwanted interactions and maintain visual coherence.2. Editing Flexibility: Allows easier adjustments and refinements of prompts without drastically altering other parts of the image.3. Precision: Ensures that certain descriptive tags only affect intended parts of the image.By strategically placing “BREAK” in your prompts, you can significantly enhance control over the image generation process, leading to more precise and visually appealing results.ConclusionInserting “BREAK” in Stable Diffusion prompts is a powerful method for advanced users aiming for high levels of control and detail in AI-generated images. It helps manage the influence of different tags, ensuring each element of the prompt contributes as intended to the final output.By understanding and applying the concept of “BREAK,” users can improve their prompt crafting skills, leading to more sophisticated and desired AI art creations.〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓　★★★　FuturEvoLab　★★★　〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓Welcome to FuturEvoLab! We greatly appreciate your continuous support. Our mission is to delve deep into the world of AI-generated content (AIGC), bringing you the latest innovations and techniques. Through this platform, we hope to learn and exchange ideas with you, pushing the boundaries of what's possible in AIGC. Thank you for your support, and we look forward to learning and collaborating with all of you.In our exploration, we recommend several powerful models:Pony XL (Realistic)[Pony XL]Aurora Realism - FuturEvoLab[Pony XL]Lifelike Doll Romance - FuturEvoLabPony XL (Anime)[Pony XL]Cyber Futuristic Maidens - FuturEvoLab[Pony XL]Cyberworld Anime - FuturEvoLabDream Brush SDXL - FuturEvoLabSDXL 1.0 (Realistic)[SDXL]Lover's Light - FuturEvoLab[SDXL]Real style fantasy - FuturEvoLab[SDXL]Soulful Particle Genesis - FuturEvoLabSDXL 1.0 (Anime)[SDXL]Lovepunk Synth - FuturEvoLabFutureDreamWorks-SDXL-FuturEvoLabDreamEvolution-SDXL-FuturEvoLabStable Diffusion 1.5 (Realistic)[SD1.5]Genesis Realistic - FuturEvoLabTemptation Core - FuturEvoLab[SD1.5]Meris Realistic - FuturEvoLab[SD1.5]Fantasy Epic - FuturEvoLab[SD1.5]Fantasy - FuturEvoLabStable Diffusion 1.5 (Anime)[SD1.5]LoveNourish EX Anime - FuturEvoLab[SD1.5]LoveNourish Anime - FuturEvoLab[SD1.5]Temptation Heart【2.5D style】- FuturEvoLabBy leveraging these models, creators can generate images that range from hyper-realistic to vividly imaginative, catering to various artistic and practical applications.〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓　★★★　FuturEvoLab　★★★　〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓

As I reflect on nearly a year of creativity and collaboration on Tensor Art, I'm filled with pride and excitement. This platform has grown tremendously, showcasing an incredible array of original works and fostering a vibrant community of artists. Although there are always areas for improvement, Tensor Art has proven itself to be a top-tier platform, far surpassing many of its competitors. As we celebrate the 1st anniversary, it's the perfect time to acknowledge this journey and look forward to more innovation and artistic expression.Introducing the Premium Badge Designer (Gold Sapphire Style) - FuturEvoLabTo mark this special occasion, I've trained a unique badge LoRA and integrated it into a ComfyUI workflow, creating a specialized tool for generating exquisite badges. This tool, named Premium Badge Designer (Gold Sapphire Style) - FuturEvoLab, is designed to help you create stunning, high-quality badges effortlessly. It leverages advanced AI capabilities to produce badges with intricate gold and sapphire elements, and it includes a built-in background removal feature for transparent backgrounds.You can access this tool here.Additionally, you can check out the trained LoRA model here.Celebrate with Tensor Art's Anniversary EventsAs part of the anniversary celebrations, Tensor Art is hosting several exciting events:Event I: Pick A Gem For The YEARTo Participate: Post your favorite image from the past year on Tensor Art, using the hashtag #TA1year. Share the story behind your creation.Rewards:Participation Reward: 615 credits.Special Reward: Featured in the yearbook and awarded the yearbook badge.Note: Ensure your image is Safe For Work (SFW) and original. Only one submission per person.Event II: Design The BadgeTo Enter:Upload a workflow with the hashtag #TA1badge to earn 300 credits. Multiple entries allowed. If your workflow is selected, you win a $100 cash reward.Post with the hashtag #TA1badge to earn 615 credits, limited to one post per account. Winning entries will receive a $100 cash reward.Note: The design must be a badge style and SFW.Special Bonus: Creator Incentives RewardsDuring the event, creators who upload new projects that pass Early Access or Exclusive program review, or update existing incentive-sharing projects, will receive double rewards for any earnings from the upload time until 7 days after the event ends (00:00 UTC on July 7th).Event Rules:Any account can participate in the discounted membership sale once.Discounts apply throughout the event period, with extensions for existing memberships upon purchase.Only one type of discounted membership product can be purchased per user.Make the Most of These Events with Premium Badge DesignerI encourage all Tensor Art members to take advantage of these anniversary events. Use my Premium Badge Designer (Gold Sapphire Style) - FuturEvoLab to create high-quality, unique badges quickly and easily. This tool will help you stand out in the badge design competition and enhance your contributions to the community.Let's continue to support and grow this fantastic platform. I look forward to seeing all the amazing creations you will share as we celebrate Tensor Art's 1st anniversary together!Happy creating!Access Premium Badge Designer (Gold Sapphire Style) - FuturEvoLabCheck out the LoRA model here

IntroductionIn the realm of AI image generation, particularly with models like Pony Diffusion, achieving high-quality outputs consistently is a significant challenge. A crucial innovation to address this challenge involves the use of aesthetic ranking tags such as score_9, score_8_up, score_7_up, score_6_up, score_5_up, and score_4_up. These tags play a vital role in guiding the model to produce better images by leveraging human-like aesthetic judgments. This article delves into what these tags are, their purpose, and how they are utilized to enhance the quality of AI-generated images.What Are Score Tags?Score tags are annotations added to image captions during the training phase of AI models. These annotations indicate the aesthetic quality of the images, based on a scale derived from human ratings. Here is a breakdown of the specific tags:1. Score_9: Represents the highest quality images, typically in the top 10% of all images.2. Score_8_Up: Includes images that are in the top 20%, from 80% to 90% in quality.3. Score_7_Up: Covers images in the top 30%, from 70% to 80% in quality.4. Score_6_Up: Encompasses images in the top 40%, from 60% to 70% in quality.5. Score_5_Up: Represents images in the top 50%, from 50% to 60% in quality.6. Score_4_Up: Includes images in the top 60%, from 40% to 50% in quality.These tags are used during the training of AI models to help the model distinguish between different levels of image quality, thereby enabling it to generate better images during the inference phase.Purpose of Score TagsEnhancing Model TrainingThe primary purpose of score tags is to improve the training process by providing the model with a clear understanding of what constitutes a good image. By repeatedly exposing the model to images annotated with these tags, it learns to recognize the characteristics that make an image aesthetically pleasing.Providing Fine-Grained ControlScore tags offer fine-grained control over the quality of the generated images. Users can specify the desired quality level in their prompts, ensuring that the output meets their expectations. For example, using the score_9 tag in a prompt indicates that the user expects the highest quality images.Overcoming Data Quality ChallengesIn large datasets, not all images are of high quality. Score tags help in filtering out lower-quality images during the training phase, ensuring that the model is trained on the best possible data. This selective training helps in achieving better overall performance and higher quality outputs.How Score Tags Are UsedTraining PhaseDuring the training phase, images in the dataset are manually or semi-automatically annotated with score tags based on their aesthetic quality. This process involves:1. Data Collection: Gathering a diverse set of images from various sources.2. Manual Ranking: Expert reviewers rank the images on a scale, typically from 1 to 5, based on aesthetic criteria.3. Tag Assignment: Images are tagged with the corresponding score tags (e.g., score_9 for top-tier images).The model is then trained on this annotated dataset, learning to associate the score tags with the quality levels of the images.Inference PhaseDuring the inference phase, users can include score tags in their prompts to influence the quality of the generated images. For example:•A prompt with the tag score_9 will generate images that the model has learned to associate with the highest quality.•A prompt with the tag score_6_up will generate images that meet the quality standards from 60% to 100%.This tagging system provides users with the flexibility to request images of varying quality levels, depending on their specific needs.Practical ApplicationIn practice, the use of score tags can vary depending on the tools and interfaces available. Some tools, like the PSAI Discord bot, automatically add these tags to prompts, simplifying the process for users. In other interfaces, such as Auto1111, users may need to manually add these tags to their prompts. This can be done by saving the tags as a style or copying and pasting them into the beginning of the prompts.Limitations and Future ImprovementsWhile score tags significantly enhance the quality of AI-generated images, there are some limitations:1. Bias in Tags: The tags can introduce biases, especially when using style or artist-specific LoRAs. This may affect the diversity and creativity of the outputs.2. Negative Tags: Negative tags (e.g., score_4) are less effective because the training data does not include extremely low-quality images. Therefore, their impact on steering the model away from bad images is limited.Future improvements for Pony Diffusion V7 aim to refine the tagging system and enhance the model’s ability to understand and utilize these tags effectively. Simplifying the tags and ensuring a more diverse training dataset are key areas of focus.ConclusionScore tags like score_9, score_8_up, score_7_up, score_6_up, score_5_up, and score_4_up play a crucial role in enhancing the quality of AI-generated images in models like Pony Diffusion. By providing a clear indication of image quality and enabling fine-grained control during the inference phase, these tags help in achieving more consistent and aesthetically pleasing outputs. As the development of AI models continues, refining these tagging systems and addressing their limitations will further improve the quality and versatility of AI-generated content.If you like this article, please give it a thumbs up and share it. You can also try using my Pony Diffusion model for generation. Thank you.〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓　★★★　FuturEvoLab　★★★　〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓Welcome to FuturEvoLab! We greatly appreciate your continuous support. Our mission is to delve deep into the world of AI-generated content (AIGC), bringing you the latest innovations and techniques. Through this platform, we hope to learn and exchange ideas with you, pushing the boundaries of what's possible in AIGC. Thank you for your support, and we look forward to learning and collaborating with all of you.In our exploration, we recommend several powerful models:Pony XL (Realistic)[Pony XL]Aurora Realism - FuturEvoLab[Pony XL]Lifelike Doll Romance - FuturEvoLabPony XL (Anime)[Pony XL]Cyber Futuristic Maidens - FuturEvoLab[Pony XL]Cyberworld Anime - FuturEvoLabDream Brush SDXL - FuturEvoLabSDXL 1.0 (Realistic)[SDXL]Lover's Light - FuturEvoLab[SDXL]Real style fantasy - FuturEvoLab[SDXL]Soulful Particle Genesis - FuturEvoLabSDXL 1.0 (Anime)[SDXL]Lovepunk Synth - FuturEvoLabFutureDreamWorks-SDXL-FuturEvoLabDreamEvolution-SDXL-FuturEvoLabStable Diffusion 1.5 (Realistic)[SD1.5]Genesis Realistic - FuturEvoLabTemptation Core - FuturEvoLab[SD1.5]Meris Realistic - FuturEvoLab[SD1.5]Fantasy Epic - FuturEvoLab[SD1.5]Fantasy - FuturEvoLabStable Diffusion 1.5 (Anime)[SD1.5]LoveNourish EX Anime - FuturEvoLab[SD1.5]LoveNourish Anime - FuturEvoLab[SD1.5]Temptation Heart【2.5D style】- FuturEvoLabBy leveraging these models, creators can generate images that range from hyper-realistic to vividly imaginative, catering to various artistic and practical applications.〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓　★★★　FuturEvoLab　★★★　〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓〓

Besides researching AI painting, I am also using my spare time to create AI music. I composed an AI song for TensorArt and hope they can keep up the good work, making the AI painting platform better and better.The AI music was generated using SunoAI and can be listened to via the following link. I have also created some other styles of music, which you might find enjoyable to listen to while painting. It might even inspire you. Since I have just started experimenting with AI music creation, there aren’t many songs yet. Rest assured, I will continue to create AI painting content as well and not just focus on AI music. Here are the lyrics of the song:https://suno.com/song/d3516353-939f-4968-be60-d542d8e522fa《Canvas of Tomorrow》Weeeehhhh!Aaaaahhhh![Verse 1]In the silence of my thoughts, a vision comes to life,With a heart full of colors, I paint into the night.TensorArt’s magic, turns ideas into light,Every brushstroke I create, my future shining bright.[Chorus]Oh, TensorArt, you light my way,In the world of dreams, where colors play.With you, my art takes wings and soars,A canvas of dreams, where I explore.[Verse 2]From the depths of my soul, to the canvas I embrace,TensorArt’s touch, brings life to empty space.No more shadows, only light, no more doubts in sight,With TensorArt by my side, I paint my dreams tonight.[Chorus]Oh, TensorArt, you light my way,In the world of dreams, where colors play.With you, my art takes wings and soars,A canvas of dreams, where I explore.[Bridge]Through the highs and the lows, the dawn and the dusk,TensorArt guides me, in the creative trust.Every stroke a story, every hue a part,With TensorArt, I’ve discovered the art in my heart.[Outro]Oh, TensorArt, you light my way,In the world of dreams, where colors play.With you, my art takes wings and soars,A canvas of dreams, where I explore.With you, I’ve found the art in my heart,With you, my dreams will never depart.For other music, please visit https://suno.com/@futurevolab to listen.

Welcome to FuturEvoLab! We greatly appreciate your continuous support. Our mission is to delve deep into the world of AI-generated content (AIGC), bringing you the latest innovations and techniques. Through this platform, we hope to learn and exchange ideas with you, pushing the boundaries of what's possible in AIGC. Thank you for your support, and we look forward to learning and collaborating with all of you.In our exploration, we recommend several powerful models:Pony XL (Realistic)[Pony XL]Aurora Realism - FuturEvoLab[Pony XL]Lifelike Doll Romance - FuturEvoLabPony XL (Anime)[Pony XL]Cyber Futuristic Maidens - FuturEvoLab[Pony XL]Cyberworld Anime - FuturEvoLabDream Brush SDXL - FuturEvoLabSDXL 1.0 (Realistic)[SDXL]Lover's Light - FuturEvoLab[SDXL]Real style fantasy - FuturEvoLab[SDXL]Soulful Particle Genesis - FuturEvoLabSDXL 1.0 (Anime)[SDXL]Lovepunk Synth - FuturEvoLabFutureDreamWorks-SDXL-FuturEvoLabDreamEvolution-SDXL-FuturEvoLabStable Diffusion 1.5 (Realistic)[SD1.5]Genesis Realistic - FuturEvoLabTemptation Core - FuturEvoLab[SD1.5]Meris Realistic - FuturEvoLab[SD1.5]Fantasy Epic - FuturEvoLab[SD1.5]Fantasy - FuturEvoLabStable Diffusion 1.5 (Anime)[SD1.5]LoveNourish EX Anime - FuturEvoLab[SD1.5]LoveNourish Anime - FuturEvoLab[SD1.5]Temptation Heart【2.5D style】- FuturEvoLabBy leveraging these models, creators can generate images that range from hyper-realistic to vividly imaginative, catering to various artistic and practical applications.