Ipadapter attention mask

Ipadapter attention mask. Exciting new feature for the IPAdapter extesion: it's now possible to mask part of the composition to affect only a certain area And you can See full list on github. and using ipadapter attention masking, you can assign different styles to the person and background by load different style pictures. Try to mask the same size area as your face reference image that you're putting in controlnet. ControlNet Settings (IP-Adapter Model) 4. Advantages of Using IPAdapter Attention Mask. 0, cond=None, cond_alt=None, uncond=None, weight_type="linear", mask=None Aug 13, 2023 · The key design of our IP-Adapter is decoupled cross-attention mechanism that separates cross-attention layers for text features and image features. Use IPAdapter Plus model and use an attention mask with red and green areas for where the subject should be. Enable or disable optional groups (IPAdapter, SAM attention mask, SUPIR) at will, and nothing should break. ComfyUI_IPAdapter_plus - IPAdapterModelLoader (1) Nov 29, 2023 · It's possible to add a mask to define the area where the IPAdapter will be applied to. If the aspect ratio of the mask does not match the aspect ratio of the output image, a warning is issued. 2024/04/16 : Added support for the new SDXL portrait unnorm model (link below). The attention mask must be defined in the Uploader function, via the ComfyUI Mask Editor, for the reference image (not the source image). More posts you may like Regional Conditioning By Color Mask (Inspire) Regional IPAdapter - These nodes facilitates the convenient use of the attn_mask feature in ComfyUI IPAdapter Plus custom nodes. 0 for ComfyUI - Now with support for Stable Diffusion Video, a better Upscaler, a new Caption Generator, a new Inpainter (w inpainting/outpainting masks), a new Watermarker, support for Kohya Deep Shrink, Self-Attention, StyleAligned, Perp-Neg, and IPAdapter attention mask You signed in with another tab or window. Jan 31, 2024 · 7. Created by: rosette zhao: (This template is used for Workflow Contest) What this workflow does This workflow uses segment anything to select any part you want to separate from the background (here I am selecting person). To use this node, you need to install the ComfyUI IPAdapter Plus extension. In this example I'm using 2 main characters and a background in completely different styles. Here's an example of using IPAdapter Attention Mask. com/watch?v=ddYbhv3WgWw This is a simple workflow that lets you transition between two images using animated Apr 29, 2024 · By harnessing the powerful style transfer capabilities of IPAdapter Plus, coupled with its precise attention mask feature, and the dynamic visual effects from ControlNet QRCode, you can easily transform your image into impressive videos. Our approach here is to. Requirements For Image Prompts 3. g. Feb 26, 2024 · Exploring the Advanced Features of ComyUI IPAdapter: Attention Mask. scaled_dot_product_attention(q, k, v, attn_mask=None, dropout_p=0. Reload to refresh your session. Everything outside the mask will ignore the reference images and will only listen to the text prompt. Nov 14, 2023 · Attention Masking with IPAdapter and ComfyUI. With the recent attention mask for ipadapter, I want to try something more complicated. Open cthulhu-tww opened this issue Apr 17, 2024 · 2 comments Recently, IPAdapter introduced support for mask attention, which gives you the possibility to alter the all-or-nothing process, telling the AI to focus its copying efforts on a specific portion of the original image (defined by the mask) vs. Created by: OpenArt: ATTENTION MASKING ===== IPAdapter supports attention masking. [2023/8/29] 🔥 Release the training code. AP Workflow now supports the Kohya Deep Shrink optimization via a dedicated function. Downsamples the provided mask tensor to match the expected dimensions for scaled dot-product attention. Txt2img Settings (LCM LoRA) 6. Dec 20, 2023 · [2023/9/05] 🔥🔥🔥 IP-Adapter is supported in WebUI and ComfyUI (or ComfyUI_IPAdapter_plus). Key Considerations for Optimal Use of Attention Masks. 6. . IP-Adapter is an image prompt adapter that can be plugged into diffusion models to enable image prompting without any changes to the underlying model. [2023/8/30] 🔥 Add an IP-Adapter with face image as prompt. May 12, 2024 · Configuring the IP-Adapter. The IPAdapter function can leverage an attention mask defined via the Uploader function. Separate the CONDITIONING of OpenPose. It is still enabled! Jan 21, 2024 · The IPAdapter feature goes beyond masking attention it also provides animated mask functions in the user ComfyUI. the whole image: "Do your version of the Mona Lisa, trying to follow the original painting for the face It's possible to add a mask to define the area where the IPAdapter will be applied to. Make the mask the same size as your generated image. Reply reply Top 1% Rank by size . Then use that and prompt for a picture of your character with only a vague description of the background (or no description would probably work too. For more information about the Attention Mask, please visit the introduction to IPAdapter Attention Mask If you use the IPAdapter-refined models for upscaling, then phantom people will appear in the background sometimes. Oct 20, 2023 · Hello! I’m having quite a hard time making a custom transformer architecture to work and I ran out of options to ask for help, because I literally read the whole documentation, all the existing forums and relevant stackoverflow articles. A comprehensive tutorial, on how to craft smooth transitions using animated masks, IPAdapter models and controlnets. This technique allows for the application of line effects exclusively to the character, effectively removing the background lines. g: #8863 e. When the resemblance gets better but the painting style suffers, attention masking becomes important. Requirements: Image to Video 3. Dec 31, 2023 · 由于每层 UNET 的维度不同，因此，在进行 cross attention 时候，图像的 hidden state （latent）大小分别被映射到了 [4096, 320]，[2014, 640]，[256, 1280] （以 SD 1. I made this using the following workflow with two images as a starting point from the ComfyUI IPAdapter node repository. Link it to the IPAdapter mask, for another generation attempt. To force the IPAdapter to consider the attention mask, you must change the switch in the Activate Attention Mask node Jun 5, 2024 · IP-adapter (Image Prompt adapter) is a Stable Diffusion add-on for using images as prompts, similar to Midjourney and DaLLE 3. Uses an RGB mask for attention masking with IP adapter - updated from Mateos flow for V2 of IP Adapt. youtube. Despite the simplicity of our method, an IP-Adapter with only 22M parameters can achieve comparable or even better performance to a fully fine-tuned image prompt model. Once I figured out what it did I was in love. Oct 27, 2023 · File "C:\Users\Charl\Documents\A1111 Web UI Autoinstaller\stable-diffusion-webui\extensions\sd-webui-controlnet\scripts\controlmodel_ipadapter. It's possible to add a mask to define the area where the IPAdapter will be applied to. 2. I would love if someone would be so kind to explain to me how in God’s name does Pytorch’s nn. Apr 27, 2024 · 🔥Follow the latest 🔥Useful tips 🔥Ai tools 🔥Only share design tools that meet designers' professional standards🔥Wu Yangfeng ComfyUI Mirror｜Use more than The IPAdapter function is now part of the main pipeline and not a branch on its own. To overcome this limitation, IPAdapter introduces a dedicated image feature cross-attention layer that works in parallel with the original text feature cross-attention layer, capturing and integrating image features to ensure that the detailed information of the image is fully preserved and utilized. ) Browse ip adapter Stable Diffusion models, checkpoints, hypernetworks, textual inversions, embeddings, Aesthetic Gradients, and LORAs Jun 29, 2024 · Preferably 12/24/48 etc frame length in square resolution so it combines nicely with ipadapters attention mask. the ip_adapter_mask is only used in IPAdapterAttnProcessor and ignored when it was passed to the default attention processor for self-attention, hence the warning. Jun 4, 2024 · It is important to not mask the face so that the face in the final image looks like the face in the original image. com I did an update yesterday and noticed the mask input appeared on the Apply IPAdapter node. Jul 31, 2024 · You signed in with another tab or window. The same is true if I place the mask input in a dedicated group and I disable that group. The process I use to generate the mask is like this: I may be understanding the use of this incorrectly, but I thought that the idea with this was to be able to input multiple images and corresponding attention masks using 1 Apply IPAdapter node, instead of having to use multiple. (Note: I am not calling it attn mask as I feel it misleading to the attn mask in transformer argument). Jan 16, 2024 · Could I also ask you - what's the difference between using regional ipadapter and just a normal ipdapater with attention mask? For some reason regional seems to work better. See answer to #2793. IP-Adapter. When working with Attention Masks it's important to make sure that the size of the mask matches the image size precisely. Internally, it utilizes the IPAdapter. AnimateDiff Settings (Video and GIF Animation) 5. Generate and Compare Images. The mask determines the area where the IPAdapter will be applied and should have the same size of the final generated image. Jun 25, 2024 · Adjust the start_at and end_at parameters to control the duration of the IPAdapter's influence. Updated: 1/20/2024 AP Workflow allows you to specify an attention mask that the IPAdapter should focus on. AP Workflow now supports the Perp-Neg optimization via a dedicated function. The ComfyUI Node for IP-Adapter offers the option to provide an attention mask for each applied IP Feb 1, 2024 · relevant code from ComfyUI cubiq/ComfyUI_IPAdapter_plus@ebd946f; notes on the design. 80 or lower. A followup composition using IPAdapter with a simple color mask and three input images (2 characters and a background) Note how the girl in blue has her arm around the warrior girl, A bit of detail that the AI put in. Closed aravind-h-v opened this issue Feb 4, 2024 · 3 comments Release: AP Workflow 7. We would like to show you a description here but the site won’t allow us. 3 \web Adding extra search path checkpoints E: / SD-webui-aki\models / Stable-diffusion Adding extra search path configs E: / SD-webui-aki\models / Stable-diffusion Adding Downsamples the provided mask tensor to match the expected dimensions for scaled dot-product attention. Then I created two more sets of nodes, from Load Images to the IPAdapters, and adjusted the masks so that they would be part of a specific section in the whole image. Alternatives. #255. py", line 240, in attn_forward_hacked out = torch. Just one pipeline, no inpainting or area conditioning. Conclusion. 5. Turn down IPAdapter strength to . This featur Dec 1, 2023 · These extremly powerful Workflows from Matt3o show the real potential of the IPAdapter. But I find with attention mask is not yet quite enough as the prompts are still interpreted globally. Preparing Your Workflow. If you encounter issues like nodes appearing as red blocks or a popup indicating a missing node, follow these steps to rectify: This is a basic tutorial for using IP Adapter in Stable Diffusion ComfyUI. v3: Hyper-SD implementation - allows us to use AnimateDiff v3 Motion model with DPM and other samplers. When I do that, the IPAdapter nodes receive no attention mask and do not do their job: All of this is probably by design. May 12, 2024 · Configuring the Attention Mask and CLIP Model. The proposed IP-Adapter consists of two parts: a image encoder to extract image features from image prompt, and adapted modules with decoupled cross-attention to embed image features into the pretrained text-to-image diffusion model. Utilize the optional parameters like image_negative and attn_mask to refine the processing and achieve more precise results. I would like to be able to use the SEGS/BBOX from a face detector to generate the needed number of IPAdapter with the attention mask given by the SEGS/BBOX itself. The regional IPAdapter is nothing more than a wrapper node designed for the convenient regional application of the IPAdapter. Additional Content. nn. Using IP-Adapter for Color Palette (txt2img) 7. You switched accounts on another tab or window. On higher VRAM cards I suggest you use starting Jul 16, 2024 · Using a pipeline method that changes attention processors after loading the IP Adapter can lead to weird errors when running the pipeline. The 'apply IPAdapter' node makes an effort to adjust for any size differences allowing the feature to work with sized masks. We can add community pipelines (text-to-image and ControlNet) that use multi-ip-adapter with mask; or, we can integrate this feature into core diffusers if we can add this feature without adding additional code to our pipelines. It's very strong and tends to ignore the text conditioning. [2023/8/23] 🔥 Add code and models of IP-Adapter with fine-grained features. 0. This is Stable Diffusion at it's best! Workflows included#### Links f Apr 17, 2024 · cross_attention_kwargs ['ip_adapter_masks'] are not expected by AttnProcessor2_0 and will be ignored. Mask the face on the image you're painting over. Like putting my cat riding on a horse and dress up as a general. The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. Using IP-adapter (txt2img) 5. . Mar 31, 2024 · 历史导航： IPAdapter使用（上、基础使用和细节） IPAdapter使用（（中、进阶使用和技巧） 前不久刚做了关于IPAdapter的使用和技巧介绍，这两天IPAdapter_plus的插件作者就发布了重大更新，代码重构、节点优化、新功能上线，并且不支持老的节点使用！ 图到图的AnimateDiff动画，这样实现！AttentionMask「注意力蒙版」是ComfyUI中很有用但不太被注意到的强大特性，它能够准确控制AnimateDiff动画的区域变化过程，今天做个讲解，展示一下图到图的AnimateDiff丝滑动画的实现方法，workflow已开源。 A copy of ComfyUI_IPAdapter_plus, Only changed node name to coexist with ComfyUI_IPAdapter_plus v1 version. The Art of Attention Masking. Nov 25, 2023 · 本期主要介绍IP adapter的新功能attention masking以及新ipadapter模型增加脸部细节 The key idea behind IP-Adapter is the decoupled cross-attention mechanism which adds a separate cross-attention layer just for image features instead of using the same cross-attention layer for both text and image features. 0, is_causal=False) Dec 13, 2023 · yes, scale and crop by just a few pixels would fix the problem. Dec 18, 2023 · Allowing attention masks for IP Adapter that define on which area of the image the IP-Adapter is applied. Jan 23, 2024 · This involves using an iPAdapter with attention masks designated for both the character and the background. The model seems to successfully merge and save, it is even able to generate images correctly in the same workflow. This feature already exists in ComfyUI and would be a great addition for InvokeAI as well. 5 为例），而后与文字的 hidden state [77, 768] 进行 cross attention 计算。 attention_mask = attn. With no finishing (i. Examples: Image to Video Anim Jun 13, 2024 · Attention Masks are tools used to focus the IPAdapter on specific areas of the reference image while ignoring others. You can use it to copy the style, composition, or a face in the reference image. But when inspecting the resulting model, using the stable-diffusion-webui-model-toolkit extension, it reports unet and vae being broken and the clip as junk (doesn't recognize it). This can help in creating gradual transitions or focused effects. May 16, 2024 · 1. Utilizing the Attention Mask with IPAdapter plus offers several key advantages: Nov 14, 2023 · diffusers now supports IPAdapter internally but at the moment they don't seem interested in implementing features other the official ones. How to use this workflow Load two reference Created by: rosette zhao: (This template is used for Workflow Contest) What this workflow does 👉This workflow uses interactive sam to select any part you want to separate from the background (here I am selecting person). Get the MASK for the target first. To restore the painting style and enhance the likeness one can create a mask, around the face in the generated image. Workflow for generating morph style looping videos. Furthermore, this adapter can be reused with other models finetuned from the same base model and it can be combined with other adapters like ControlNet. What is Image Prompting in Stable Diffusion? 4. This means the model attends to both prompts independently, then carefully blends their insights in a weighted fashion. Decoupled Cross-Attention: This is the magic sauce! Instead of a single, mashed-up attention layer, IP-Adapter has separate cross-attention mechanisms for text and image features. Dec 28, 2023 · Attention masking. functional. But this also means that we always need to manually connect/disconnect the link to the attention mask input. This allows the model to learn more image-specific features. How to use this workflow 👉 Load two reference Feb 4, 2024 · cubiq / ComfyUI_IPAdapter_plus Public. Nov 8, 2023 · I think you will like this @xiaohu2015 😄 I've added masked attention to IPAdapter for comfyui You can for example have 2 images one masked to the left and one to the right. One for the 1st subject (red), one for the second subject (green). It's exactly the thing I was needing. The process includes compositing the masked character onto an empty background. Look into Area Composition (comes with ComfyUI by default), GLIGEN (an alternative area composition), and IPAdapter (custom node on GitHub, available for manual or ComfyUI manager installation). IP-Adapter-FaceID-PlusV2: face ID embedding (for face ID) + controllable CLIP image embedding (for face structure) You can adjust the weight of the face structure to get different generation! Apr 26, 2024 · Images hidden due to mature content settings. Use a prompt that mentions the subjects, e. Dec 12, 2023 · Example cases would be generating different people with different prompt/lora masks, generating a character with specific clothes from different ipadapter masks, and all the actual use cases but with this unified approach. Try using two IP Adapters. This step ensures the IP-Adapter focuses specifically on the outfit area. No response. Transformer expects the mask dimensions to be, so that I Dec 30, 2023 · It's possible to add a mask to define the area where the IPAdapter will be applied to. def ipadapter_attention(out, q, k, v, extra_options, module_key='', ipadapter=None, weight=1. ai/workflows/piranha_fumbling_2 2024/04/21: Added Regional Conditioning nodes to simplify attention masking and masked text conditioning. prepare_attention_mask(attention_mask, sequence_length, batch_size) # scaled_dot_product_attention expects attention_mask shape to be # (batch, heads, source_length, target_length) The key idea behind IP-Adapter is the decoupled cross-attention mechanism which adds a separate cross-attention layer just for image features instead of using the same cross-attention layer for both text and image features. - chflame163/ComfyUI_IPAdapter_plus_V2 Dec 25, 2023 · You signed in with another tab or window. Feb 1, 2024 · You signed in with another tab or window. All those are doable inside comfyui, but krita would be far better for that. For lora to work like this, it needs to be targeted to the generated image, but the images are Apr 26, 2024 · Workflow. It is suggested to use a mask of the same size of the final generated image. The current method is very good at keeping the mask at the right size, there's another rounding option that should be more solid but I noticed that gives worse results (as in the resulting image quality). pipe. To do the body segmentation, let's use my segment body module which can generate a body mask with 1 import statement and 1 line of code: from SegBody import segment_body seg_image, mask_image = segment_body(image, face= False) Feb 5, 2024 · The torso picture is then readied for Clip Vision with an attention mask applied to the legs. e. Exploring methods for animating logos, with SDXL V2 animateddiff model and controlnets. Dec 30, 2023 · It's possible to add a mask to define the area where the IPAdapter will be applied to. When using only 1 IPAdapter this either make a merge of the two face or put the same face on the two persons. Nov 25, 2023 · At this point, we need to work on ControlNet's MASK, in other words, we let ControlNet read the character's MASK for processing, and separate the CONDITIONING between the original ControlNets. load_ip_adapter( "h94/IP-Adapter", su It was only supported for inpaint and ipadapter CLIP mask. In this video, I'll be introducing a convenient feature of the recently added Attention Mask of ComfyUI_IPAdapter_Plus through the Inspire Pack. something like multiple people, couple etc. e. Face Swap with IP-Adapter (txt2img) 6. The generation happens in just one pass with one KSampler (no inpainting or area conditioning). 2. The demo is here. I showcase multiple workflows using Attention Masking, Blending, Multi Ip Adapters Jan 20, 2024 · 5. at the moment is the best option. Connect the Mask: Connect the MASK output port of the FeatherMask to the attn_mask input of the IPAdapter Advanced. Check the box for "Only Masked" under inpainting area (so you get better face detail) Draw a mask on a square image where most of it is masked except an unmasked space where your subject would logically fit, and attach that to "attn mask". , inpainting, hires fix, upscale, face detailer, etc) and no control net. Regional IPAdapter Mask (Inspire), Regional IPAdapter By Color Mask (Inspire) Jan 3, 2024 · 3. Import the CLIP Vision Loader: Drag the CLIP Vision Loader from ComfyUI's node library. Approach. Apr 23, 2024 · There's a little trick that works for me and is that I use the generated image I want as a base and paint the mask of the wolf over it and then use this as an attention mask for the IP Adapter. Aug 28, 2024 · dev895 Set vram state to: NORMAL_VRAM Device: cuda: 0 NVIDIA GeForce RTX 4090: cudaMallocAsync Using xformers cross attention [Prompt Server] web root: E:\ComfyUI-aki-v1. This targeted guidance is crucial for achieving precise outcomes in image synthesis using the IPAdapter plus, enhancing both the accuracy and efficiency of the model. However, this feature seems to be under-used. I offered to work on the missing features but it seems a very slow clog (of course it's a big project, they have QC). Achieving the Final Character Generation ip adapter uses the default attention processor for self-attention and the IPAdapterAttnProcessor for cross-attention. These visuals are fed into their IPAdapters for analysis, highlighting the need to run the IPAdapter models in a loop, for seamless integration. Install the CLIP Model: Jan 3, 2024 · The IPAdapter's ATTENTION MASK is the reference portion of the target. #7695. Created by: rosette zhao: (This template is used for Workflow Contest) What this workflow does 👉This workflow uses clipseg to select any part you want to separate from the background (here I am selecting person). This workflow mostly showcases the new IPAdapter attention masking feature. Put the MASK into ControlNets. We observe that SD Forge uses the mask upload UI to specify effective region. One day, someone should make an IPAdapter-aware latent upscaler that uses the masked attention feature in IPAdapter intelligently during tiled upscaling. Tensor shape difference when using attention mask. Ensure you’ve downloaded and imported my workflow into your ComfyUI. and using ipadapter attention masking, you can assign different styles to the person and background by load different style images. The script demonstrates using attention masks to alter the way styles are applied to different parts of an image, showcasing their utility in fine-tuning the generation process to achieve particular visual effects. Created by: matt3o: Video tutorial: https://www. Introducing FaceDetailer to Enhance Outfit Details. Update 2023/12/28: . Introduction 2. You signed out in another tab or window. Some thoughts on how to achieve #comfyui #controlnet #ipadapter #attention mask #davinciresolve #workflow #download workflow download links: https://openart. nxd yhad ryjecrp vehxn zvwcq fcnito zjvkl ecbjpom erkiuh hyl