Lcm model
Lcm model. Introducing Latent Consistency Mod Should have index 49408 but has index 49406 in saved vocabulary. Submit examples. We compare the inference time at the setting of 768 x Latent Consistency Model (LCM) LoRA was proposed in LCM-LoRA: A universal Stable-Diffusion Acceleration Module by Simian Luo, Yiqin Tan, Suraj Patil, Daniel Gu et al. 5 and Steps to 3. It is now on par with the fastest text-to-image generation pipelines and produces high-quality crisp depth maps one order of magnitude faster than the original Marigold. You can read more about the math, and The LCM team has conducted national and international workshops on planning, designing and orchestrating learner-centric MOOCs. The product is in development, in gestation, the costs are important and the profitability of the product is zero. It is just a hair worse (to my eye) than the TurboVision XL Beta at 4 steps. Using a 4090, we get almost instant response (less than 1s). Visual Design guidelines for engaging LeDs. 5' or a similar name for identification in the future. safetensors and put it in your ComfyUI/models/loras directory. LCM-LoRA: A Universal Stable-Diffusion Acceleration Module. PIXART-α is recognized for its ability to generate high-quality images of 1024px resolution through a remarkably efficient training process. Conceptual Thinking Competency Conceptual Thinking is the cognitive capacity to understand and respond to the complexities inherent in the SAF operating environment, including making sense of the moral and ethical dilemmas that may arise. Step 2) Add LoRA alongside any SDXL Model (or 1. Tools to add interactivity in video. 5T, 3T, 7T and 9. Set the scheduler to LCMScheduler. 3. Example: Find the least common multiple (LCM) of 4 and 5. LCM with DPM++ SDE Karras: Sampling steps 8, Hires. Download the SD 1. It is also called the Least Common Divisor (LCD). The LoRA layers are inserted between the convolutional blocks of the LDM, and The Landing Craft Mechanized (LCM) or Landing Craft Mechanical was a landing craft designed for transporting equipment and troops to the shore. Using the LCM LoRA, we get great results in just ~6s (4 steps). So, 45 is the smallest number divisible by both 9 and 15. A learner-centric approach places a learner or a group of learners at the centre of the construction of knowledge and has its roots in constructivist philosophies. Jupyter Notebook 100. SD 1. Contribute to camenduru/latent-consistency-model-colab development by creating an account on GitHub. It's and easiest method to expl The image quality this model can achieve when you go up to 20+ steps is astonishing. This LeD titled Electrophilic Addition Reaction, created by M. LCM LoRA uses training of a small number of adapters (layers), which can then be applied on any model. This extension aims to integrate Latent Consistency Model (LCM) into ComfyUI. LoRA なので既存モデルでも使えます 。. It is a plug-and-play module turning most community models into animation generators, without the need of additional training. Load the task specific pipeline and model. If not defined, equal spaced num_inference_steps timesteps on the original LCM training/distillation timestep schedule are used. Nov 9, 2023 · Latent Consistency Models (LCM) are a way to decrease the number of steps required to generate an image with Stable Diffusion (or SDXL) by distilling the original model into another version that requires fewer steps (4 to 8 instead of the original 25 to 50). That model architecture is big and heavy enough to accomplish that the The LCM model is primarily intended to be used by instructors designing, developing and offering MOOCs. I can generate a widescreen image with LCM + Kohya Hires (1280 x 544) in about 1. The LCM brings a whole new dimension to our platform, enhancing the speed and LCM-LoRAs are similar to other Stable Diffusion LoRAs so they can be used with any DiffusionPipeline that supports LoRAs. Dec 1, 2018 · The LCM model guides instructors in conceptualizing, creating and conducting a MOOC, while maintaining a learner-centric pedagogical approach at its core. Feb 26, 2024 · Using AnimateDiff LCM and Settings. Load the LCM-LoRA weights for the model. The LCM model guides instructors in conceptualizing, creating and conducting. They came to prominence during the Second World War when they were used to land troops or tanks during 潜在一致性模型(Latent Consistency Model,LCM)就是为解决上述问题而诞生的。 潜在一致性模型支持给定条件的图像生成任务,并结合了潜在编码、无分类器引导等诸多在扩散模型中被广泛应用的技术,大大加速了条件去噪过程,为诸多具有实际应用意义的任务打开 Dec 21, 2022 · About Press Copyright Contact us Creators Advertise Developers Terms Privacy Policy & Safety How YouTube works Test new features NFL Sunday Ticket Press Copyright Step 2: Mark the common multiples from the multiples of both numbers. CFG scale at 2 is recommended. LCM-LoRA can also transfer to any fine-tuned version Nov 9, 2023 · Welcome to the Latent Consistency Models organization. AnimateDiff. Load the correct motion module! One of the most interesting advantages when it comes to realism is that LCM allows you to use models like RealisticVision which previously produced only very blurry results with regular AnimateDiff motion modules. The full form of LCM is Least Common Multiple. LCM = 3 × 3 × 5 = 45. Example 2: Find the smallest number divisible by 9 and 15. Dec 4, 2023 · Comparison grids here . (2018). This example highlights the universal applicability of LCM principles beyond MOOCs. To incorporate LCM LoRA into your AnimateDiff workflow you can obtain input files Feb 20, 2021 · THE 5 STAGES OF A PRODUCT’S LIFE CYCLE. It is a distilled consistency adapter for runwayml/stable-diffusion-v1-5 that allows to reduce the number of inference steps to only between 2 - 8 steps. 50 caliber M2 Browning machine guns. Subscribe @ http://bit. Process of Video creation. *Cop Our model, derived from Stable Diffusion and fine-tuned with synthetic data, can zero-shot transfer to unseen data, offering state-of-the-art monocular depth estimation results. Say hello to the Latent Consistency Model (LCM) integrated into AnimateDiff, paving the way for faster and more dynamic image generation than ever before! The AnimateDiff team has been hard at work, and we're ecstatic to share this cutting-edge addition with you all. 1 File. Also, although KA3 is an LCM model, please ensure the number of steps is approximately 10 to 15. Works well at low steps, and in my opinion is the truest representation of what the base aesthetic model (SD1. Resources: Blog: SDXL in 4 steps with Latent Consistency LoRAs. Sudarshan, presents the versatility of the application of LCM principles by showcasing its integration in a face-to-face traditional classroom for teaching Organic Chemistry. You switched accounts on another tab or window. 0, and the SSD-1B model. The workshops address the rationale for LCM model, elements of the model, and hands on activities for creating sample elements. Sep 10, 2022 · In the third step, we use historical change rates and the transition potential model, LCM to predict future scenarios for a specified future date (T3). Reduce the guidance_scale between [1. This process involves solving an augmented Probability Flow ODE (PF-ODE), This extension aims to integrate Latent Consistency Model (LCM) into AUTOMATIC1111 Stable Diffusion WebUI. Comparison grids here. To seasoned Prompters, these values seem absolutely absurd, but they allow us to to produce excellent quality images in a fraction of the time needed without the LCM model; in some cases, to sub one-second times. Read the SDXL in 4 steps with Latent Consistency LoRAs blog post to learn more about SDXL LCM-LoRA’s for super fast inference, quality comparisons 1 day ago · Stable Diffusion default value is 7. Tricks to find the LCM. Must be in descending order. Other sites have tools for simulating LCModel basis sets, for example LCM is a business management approach that can be used by all types of business (and other organizations) in order to improve their sustainability performance. The landing craft mechanized ( LCM) is a landing craft designed for carrying vehicles. They are currently used by governments and private organizations throughout the world. At a Reflection Spot, the instructor poses a question or gives a brief activity and 3 LCM-LORA 3. We can use the pretrained LoRA (download it below) or train one yourself (see References). All the checkpoints can be found in this collection. Note Original LCM with SimianLuo/LCM_Dreamshaper_v7 + TAESD + ControlNet Canny Pipeline. The structural elements and interaction dynamics in the LCM model inform the pedagogical design and can operationalized in multiple ways. 5 and SDXL LCM LoRA models. 今回は ComfyUI でその LCM-LoRA を使用する方法についてです Least Common Multiple (LCM) In Mathematics, the LCM of any two is the value that is evenly divisible by the two given numbers. 0%. , parent report and child report) and to We employ LCM to distill the Dreamshaper-V7 version of SD in just 4,000 training iterations. Nov 12, 2023 · Real-Time Latent Consistency Model Image-to-Image ControlNet. SD Upscale w/ LCM - 24s total. Launch. Few-Step Generated Images. You can read more about LCM + LoRAs with diffusers here. Nov 10, 2023 · Latent Consistency Model (LCM) LoRA was proposed in LCM-LoRA: A universal Stable-Diffusion Acceleration Module by Simian Luo, Yiqin Tan, Suraj Patil, Daniel Gu et al. To achieve accuracy in predicting LULC changes, the Land Change Modeler (LCM) was used for the Latian Dam Watershed, which is located approximately in You signed in with another tab or window. Pony SDXL: Use the "Euler a" sampler with 30 steps for better quality. Dec 2, 2023 · 這次教學為 SDXL LCM model 與 LCM-LoRA 的實例介紹。LCM-LoRAhttps://stable-diffusion-art. DPM++2M Kararas and DPM++SDE Kararas are acceptable, but please keep in mind that the picture may become rough. It's helpful to rename the file to 'lcm-lora-sd-1. 5 model, if using the SD 1. LCMs can be distilled from any pre-trained Stable Diffusion (SD) in only 4,000 training steps (~32 A100 GPU Hours) for generating high quality 768 x 768 resolution images in 2~4 steps or even one step , significantly accelerating text-to-image generation. The integration of LCM in PIXART-δ significantly accelerates the Jan 24, 2024 · Setting Up LCM-LoRA for AnimateDiff. I will go through the important settings node by node. A method that can be used equally by both large and small firms, its purpose is to ensure more sustainable value chain management. Jun 12, 2019 · The LCM Model Browse lcm Stable Diffusion models, checkpoints, hypernetworks, textual inversions, embeddings, Aesthetic Gradients, and LORAs LCM = 2 × 2 × 2 × 3 × 3 = 72. 1. e. dat” as well as the input and output scripts for seven individual LCM-SR models written in Mplus. Technical report: LCM-LORA: A Universal Stable Diffusion Acceleration Module. 🤗. That lowest common multiple is the LCM of the two numbers. 类的特征在于 条件概率 模式,其指示 Nov 12, 2023 · Comparison with CFG Scale 1. At a glance. What made it so fast is that it needs only 4 to 8 steps to make a good image. During this stage the product represents a loss for the company. The LCM-8 (" Mike Boat ") is a river boat and mechanized landing craft used by the United States Navy and Army during the Vietnam War and subsequent operations. B46C3DE62E. Experimental results reveal the effectiveness of our VideoLCM in terms of computational efficiency, fidelity and temporal consistency. The function of the training slides is to provide participants with a basic understanding of the elements of the LCM-CMM, guidance and worksheets to help them accomplish This is a maths working model to teach LCM and HCF to the students. LCM distilled models are available for stable-diffusion-v1-5, stable-diffusion-xl-base-1. *. You need a webcam to run this demo. About Us; At a glance; Become collaborator; Cases; Constructors; Creation of Text based LeDs Dec 14, 2023 · VideoLCM builds upon existing latent video diffusion models and incorporates consistency distillation techniques for training the latent consistency model. Here you will find collections, demos and weights for different assortments of Latent Consistency models and LoRAs. Latent consistency models (LCM) In October 2023, Simian Luo et al. 05556 • Published Nov 9, 2023 • 73. Landing craft mechanized. After doing some tests with this new DreamShaper-LCM, I noticed two things: the model works great, resulting images can be very clear/sharp at very low sampling steps. That model architecture is big and heavy enough to accomplish that the Download it, rename it to: lcm_lora_sdxl. 5 Oct 17, 2023 · Find the LCM least common multiple of 2 or more numbers. *This is the other side of the dividing line. 5-2. You signed out in another tab or window. , 2023) is trained using a one-stage guided dis-tillation method, leveraging a pre-trained auto-encoder’s latent space to distill a guided diffusion model into an LCM. Each LeD consists of a short video providing conceptual knowledge, with explicit Reflection Spots for the learner to express prior conceptions or perform micro-practice. ly/2GyZBjc and press the 🔔 Bell icon to get regular updates from our Channel. Due to this, this implementation uses the diffusers LCM-LoRA Weights - Stable Diffusion Acceleration Module. Mar 25, 2024 · KA3 is an LCM model, so please use LCM or Euler a for the sampler. Key aspects include addressing the Feb 1, 2024 · The purpose of DreamShaper has always been to make "a better Stable Diffusion", a model capable of doing everything on its own, to weave dreams. Due to this, this implementation uses the diffusers Feb 28, 2024 · AutoV2. 0 for faster inference - try it out at Sep 22, 2023 · Efficiently distilled from pre-trained classifier-free guided diffusion models, a high-quality 768$\times$768 2$\sim$4-step LCM takes only 32 A100 GPU hours for training. The big trick is that you first need that new sampler, and you also either need a model that's set up to work We employ LCM to distill the Dreamshaper-V7 version of SD in just 4,000 training iterations. Then you can load this image in ComfyUI to get the workflow that shows how to use the LCM SDXL lora with the SDXL base model: The important parts are to use a low cfg, use the “lcm” sampler and the “sgm_uniform” or “simple” scheduler. The model allows for high-resolution AI image synthesis and can be executed on local machines, enhancing design capabilities and photorealism. Generation Results: By distilling classifier-free guidance into the model's input, LCM can generate high-quality images in very short inference time. guidance_scale (float, optional, defaults to 7. They range from a short half-day to a more detailed 3-day version. It's crucial to rename each LCM LoRA model file based on its version, such, as 'LCM SDXL tensors' and 'LCM SD 1. 4T. 5 version) Step 3) Set CFG to ~1. 5 LCM AND SDXL Lightning: Use the CFG scale between 1 and 2. Oct 18, 2023 · Languages. Step 3: Select the smallest common multiple. These models are okay at 4 steps, but 5 steps are significantly better. 1 day ago · Recommendations for using the Hyper model: Sampler = DPM SDE++ Karras or another / 4-6+ steps CFG Scale = 1. For example, LCM (4, 5) = 20. AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning. Sample Page. Solution: The first few multiples of 4 are: 4, 8, 12, 16, 20, 24, 28, 32, 36, 40, Latent Consistency Model (LCM) LoRA was proposed in LCM-LoRA: A universal Stable-Diffusion Acceleration Module by Simian Luo, Yiqin Tan, Suraj Patil, Daniel Gu et al. R. 📢 News 2024-03-23: Added LCM v1. Congratulations on distilling a LCM model! To learn more about LCM, the following may be helpful: Learn how to use LCMs for inference for text-to-image, image-to-image, and with LoRA checkpoints. Should have index 49408 but has index 49406 in saved vocabulary. All about LCM LoRA Stable diffusion. Images generated by Latent Consistency Models (LCMs). The life cycle of a product follows the following 5 stages: Prototype. MOOC Statistics. It is a distilled consistency adapter for stable-diffusion-xl-base-1. Furthermore, we introduce Latent Consistency Fine-tuning (LCF), a novel method that is tailored for fine-tuning LCMs on customized image datasets. Process of video creation. This file contains a single data file cleverly called “currandemo. The method will help to develop the concept of LCM AND HCF. 0 that allows to reduce the number of inference steps to only between 2 - 8 steps. Nov 11, 2023 · こんにちはこんばんは、teftef です。. This model is optimized for the Eular a sampler and it is recommended to only use the Eular a Creation of audio based LeD. com/models/124421 Dec 7, 2023 · This model is a merge of ComicCraft-LCM and DreamShaper-LCM. SDXL Turbo Plus - Red Team. An LCM during the invasion of Leyte. Hey reddit, I’m excited to share with you a blog post that I wrote about LCM-LoRA, a universal stable-diffusion acceleration module that can speed up latent diffusion models (LDMs) by up to 10 times, while maintaining or even improving the image quality. Jan 23, 2024 · To access the LCM LoRA models, head over to the Hugging Face website. I find using LCM with SDUpscale interesting as it causes an artistic-type effect to the resulting image, and preserves and In today's video, I'll be sharing an exciting update from Stable Diffusion that will revolutionize image generation speed. The LCM-8 ("Mike Boat") was used by the US Navy and Army as a river boat and mechanized landing craft during the Vietnam War Apr 26, 2024 · This model is a run-accelerated version of the HelloWorld SDXL base model, combining both SDXL Turbo and LCM technologies. This is animate Diff with LCM distilled into the weights. Notably, VideoLCM achieves high-fidelity and smooth Our lab just released a massive speed-up of our depth estimation model (Marigold-LCM). See a collecting with live demos here Nov 15, 2023 · The core idea of LCM-LoRA is to train a small number of adapters, known as LoRA layers, instead of the full model. This unlocks the use of SDXL in applications where real-time events are a requirement. LCM-LoRA - Acceleration Module! Tested with ComfyUI, although I hear it's working with Auto1111 now! Step 1) Download LoRA. CFG scale is about 1-3. The LCM model consists of four structural elements: Learning Dialogs, Learning by Doing activities, Learning Experience Interaction and Learning Extension Trajectories, and Orchestration Model Descriptions: Distilled from Dreamshaper v7 fine-tune of Stable-Diffusion v1-5 with only 4,000 training iterations (~32 A100 GPU Hours). 3s 🤯. TurboMixXl. The good news is, we can use LoRAs for the job. The acronym stands for "Landing Craft Mechanized, Mark 8". A variety of learning activities can be created in different formats (for example, multiple selection Nov 19, 2023 · 以下の記事が面白かったので、かるくまとめました。 ・SDXL in 4 steps with Latent Consistency LoRAs 1. Solution: The smallest number divisible by 9 and 15 is the LCM of 9 and 15. 0 (the lower the value, the more mutations, but the less contrast) I also recommend using ADetailer for generation (some examples were generated with ADetailer, this will be noted in the image comments). With SDXL (and, of course, DreamShaper XL 😉) just released, I think the " swiss knife " type of model is closer then ever. はじめに 「LCM」 (Latent Consistency Model) は、元モデルを別モデルに蒸留することで、画像生成に必要なステップ数を減らす手法です。25~50ステップかかっていた処理を4~8ステップで可能にします。 蒸留 Elements. The video takes an example of LCM and HCF that tests the I uploaded a video yesterday talking about ways to add LCM Sampler in Stable diffusion WebUI, but the methods shown in that video don't work for Deforum. This repository is the official implementation of AnimateDiff [ICLR2024 Spotlight]. Model. We employ LCM to distill the Dreamshaper-V7 version of SD in just 4,000 training iterations. This is a very barebone implementation written in an hour, so any PRs are welcome. Paper • 2311. You can also run it on Replicate. Troops and an LCM in August 1943. In its simplest form, the model determines how variables influence future changes, what variation occurred between dates T1 and T2, and then calculates potential future transitions. Self-evaluation for LbD 6. Dec 1, 2018 · The LCM model is "a prescriptive model consisting of a set of guidelines, activity formats and actions for MOOC creators" proposed by Murthy et al. 5) — A higher guidance scale value encourages the model to generate images closely linked to the text prompt at the expense of lower image Sep 22, 2022 · The CM, LCM, MCM and LMCM models were applied to estimate the land use pattern of 2020 based on the states of 2010 and 2015 of the study area, and we noted that the LMCM model performed better . The LCM LoRA model file should be placed in the 'loras' folder, inside the models directory of your ComfyUI installation. LCM can be used to target, organize, analyze and manage Nov 6, 2023 · 1~8ステップくらいで画像生成ができるようになるLatent Consistency Modelをつくります。まずはLatent Consistency Modelの説明をし、次に蒸留体験記を書いていきます。 性能は微妙ですが、個人的にはうまくいくことが分かっただけで満足です。生成なんてしないしー。 furusu/LCM-Acertainty · Hugging Face We’re 3 LCM-LORA 3. MOOC, while maintaining a learner-centric pedagogical approach at its core. For a more technical overview of LCMs, refer to the paper. The LCM-CMM material consists of two components which are the LCM-CMM guidance document (workbook) and the training slides and accompanying worksheets for in-class exercises. machinedelusions. The current study analyzed the LULC changes as well as estimated future scenarios for 2027 and 2037. LCM Calculator shows the work to find the LCM with prime factorization, factor tree, cake/ladder/box method, division method, listing multiples, and greatest common factor GCF. Here, the LCM 20 is divisible by both 4 and 5 such that 4 and 5 are called the divisors of 20. Feb 18, 2021 · Latent class model (LCM) This method, implemented by its authors in the VarSelLCM R package 13, is another type of mixture modeling quite similar to Mixmod but, in addition, 2 × . 0, 2. com/lcm-lora/XXMix_9realisticSDXLhttps://civitai. 5) has to offer. Dec 8, 2023 · Again, without getting technical - LCM is a new sampling method which, for all intents and purposes, allows you to cut the number of iterations needed in half (or more) in order to produce similar results to what you'd get without it. License: CreativeML Open RAIL-M Addendum. Learning Dialog (LeD) promotes concept acquisition through learner interaction. 5 (SD15 and LCM model) LCM LoRAs: Test LCM With Any Model. Reload to refresh your session. SDXL LCM (Latent Consistency Model) SDXL Latent Consistency Model (LCM) , as proposed in “Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference,” revolutionizes the SAF Leadership Competency Model. The model emphasizes interactive Nov 16, 2023 · LCM-LoRA does this by reducing the number of “required sampling steps,” that is, processes the AI model must undergo to transform the source text or image — whether it be a description or a Main Menu. Conceptual thinking consists of Critical Thinking, Creative Thinking Jul 1, 2019 · model 3: Any number which when divided by p and q leaves respective remainders of r and s then that number must be in the form of N=K(LCM of p and q )+ n, where n is the smallest integer solution for the equations n=pm1 + r and n=qm2 + s here m1 and m2 are natural numbers. Nov 11, 2023 · Entfessle die Kraft von LCM LoRAs! In diesem schnellen Tutorial tauchen wir ein in die Welt der Latent Consistency Models, aufgeladen mit der Magie von Comfy A batch of 10 1024×1024 images generating, with the LCM Acceleration Modules enabled. The LCM model guides an instructor in maintaining a learner-centric approach while planning, designing and conducting their MOOC. 5 LCM: Use the "Euler a" or " LCM" sampler with only 8 steps for better quality. Example 3: The product of the two numbers is 180. Clean, fast renders. It's rather hard to prompt for that kind of quality, though. 因为潜在变量是离散的,所以它被称为潜类模型。. I only have included sample code and results for final models presented in the text; there are a number of intermediate models we used to conduct likelihood ratio tests in order Feb 1, 2024 · The purpose of DreamShaper has always been to make "a better Stable Diffusion", a model capable of doing everything on its own, to weave dreams. LCM是一种潜变量模型 。. Note that LCMs are a completely different class of models than Stable Diffusion, and the only available checkpoint currently is LCM_Dreamshaper_v7. 在 统计学中 , 潜在类别模型 ( latent class model,LCM ),简称 潜类模型, 将一组观察到的(通常是离散的)多变量变量与一组 潜变量联系起来 。. An American landing craft mechanized (LCM) in June 2009. This process involves solving an augmented Probability Flow ODE (PF-ODE), Jan 10, 2024 · This technical report introduces PIXART-δ, a text-to-image synthesis framework that integrates the Latent Consistency Model (LCM) and ControlNet into the advanced PIXART-α model. The LCM model consists of four structural elements: Learning Dialogs, Learning by Doing activities, Learning Experience Interaction and Learning Extension Trajectories, and Orchestration This demo showcases Latent Consistency Model (LCM) using Diffusers with a MJPEG stream server. Save these files in the 'confu models directory within the 'model' folder, with 'LoRA' as the designated location. The LCM-1 model is a second-order factor analysis model in which higher-order latent factors refer to the average level of the two raters' scores (i. This is an order of magnitude faster, and not having to wait for results is a game-changer. 1 LORA DISTILLATION FOR LCM The Latent Consistency Model (LCM) (Luo et al. 0] and set the num_inference_steps between [4, 8]. They came to prominence during WW2 for various Allied amphibious assaults. however, at lower sampling steps, some images tend to be very dark (due to the noiseoffset), almost a fully black image. released the first latent consistency model and we blogged about how to run it on a Mac and make 1 image per second. I then tried using SD Upscale with LCM and without, to 2x it's size: SD Upscale w/ no LCM - 60s total. Paired with the Eular a sampler, it can generate images within 6-8 steps, which is 3 times faster than the original SDXL version. There are basis sets of LCModel model metabolite spectra for 1. Latent Consistency Models の LoRA (LCM-LoRA) が公開されて、 Stable diffusion , SDXL のデノイズ過程が爆速でできるようになりました。. Feb 4, 2023 · The monitoring and modeling of changes, based on a time-series LULC approach, is fundamental for planning and managing regional environments. gp my dy ad bm mn dj un et nr