Ipadapter attention mask

Ipadapter attention mask. 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). But I find with attention mask is not yet quite enough as the prompts are still interpreted globally. No response. The video continues with instructions on setting up key samplers, text encoders, and a V encoder to refine the image. The attention mask must be defined in the Uploader function, via the ComfyUI Mask Editor, for the reference image (not the source image). It's 100% worth the time. One for the 1st subject (red), one for the second subject (green). Turn down IPAdapter strength to . The generation happens in just one pass with one KSampler (no inpainting or area conditioning). The same is true if I place the mask input in a dedicated group and I disable that group. Jan 20, 2024 · 5. To force the IPAdapter to consider the attention mask, you must change the switch in the Activate Attention Mask node Dec 28, 2023 · It's possible to add a mask to define the area where the IPAdapter will be applied to. Tensor shape difference when using attention mask. How to use this workflow Load two reference With the recent attention mask for ipadapter, I want to try something more complicated. I always had the issue, that after composing the prompt for an image, as soon I add the FaceID Lora, the resulting image looks very different than befor. A comprehensive tutorial, on how to craft smooth transitions using animated masks, IPAdapter models and controlnets. #255. Attention Masking with IPAdapter and ComfyUI. The process includes compositing the masked character onto an empty background. and using ipadapter attention masking, you can assign different styles to the person and background by load different style images. clip_vision. All those are doable inside comfyui, but krita would be far better for that. Once I figured out what it did I was in love. In this example I'm using 2 main characters and a background in completely different styles. and using ipadapter attention masking, you can assign different styles to the person and background by load different style pictures. 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). The post will cover: How to use IP-adapters in AUTOMATIC1111 and ComfyUI. More posts you may like You signed in with another tab or window. This allows the model to learn more image-specific features. How to use this workflow 👉Load two Jun 13, 2024 · Attention Masks are tools used to focus the IPAdapter on specific areas of the reference image while ignoring others. With no finishing (i. 2024/04/16 : Added support for the new SDXL portrait unnorm model (link below). The clip Vision loader is introduced, and the host demonstrates how to connect it for further customization. restart it. Exploring methods for animating logos, with SDXL V2 animateddiff model and controlnets. The IPAdapter function is now part of the main pipeline and not a branch on its own. ) Created by: OpenArt: ATTENTION MASKING ===== IPAdapter supports attention masking. Use IPAdapter Plus model and use an attention mask with red and green areas for where the subject should be. Some thoughts on how to achieve 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. These visuals are fed into their IPAdapters for analysis, highlighting the need to run the IPAdapter models in a loop, for seamless integration. Dec 13, 2023 · yes, scale and crop by just a few pixels would fix the problem. def ipadapter_attention(out, q, k, v, extra_options, module_key='', ipadapter=None, weight=1. Alternatives. This is Stable Diffusion at it's best! Workflows included#### Links f The key design of our IP-Adapter is decoupled cross-attention mechanism that separates cross-attention layers for text features and image features. insightface We would like to show you a description here but the site won’t allow us. Additional Content. Recreate the nodes and retry. Jun 25, 2024 · attn_mask. Using IP-adapter (txt2img) 5. 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. I showcase multiple workflows using Attention Masking, Blending, Multi Ip Adapters Dec 21, 2023 · 今天我们详细介绍一下ControlNet的预处理器IP-Adapter。简单来说它就是一个垫图的功能，我们在ControlNet插件上传一张图片，然后经过这个预处理器，我们的图片就会在这张上传的图片的基础上进行生成。 It helps if you follow the earlier IPadapter videos on the channel. 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". Apr 16, 2024 · cross_attention_kwargs ['ip_adapter_masks'] are not expected by AttnProcessor2_0 and will be ignored. com #comfyui #controlnet #ipadapter #attention mask #davinciresolve #workflow #download workflow download links: https://openart. But this also means that we always need to manually connect/disconnect the link to the attention mask input. , inpainting, hires fix, upscale, face detailer, etc) and no control net. 6. This workflow mostly showcases the new IPAdapter attention masking feature. Attention is given to directing the IP adapter to focus using a mask input. It's exactly the thing I was needing. What is Image Prompting in Stable Diffusion? 4. For lora to work like this, it needs to be targeted to the generated image, but the images are attention_mask = attn. Open cthulhu-tww opened this issue Apr 15, 2024 · 15 comments Dec 28, 2023 · It's possible to add a mask to define the area where the IPAdapter will be applied to. 0, cond=None, cond_alt=None, uncond=None, weight_type="linear", mask=None 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. Everything outside the mask will ignore the reference images and will only listen to the text prompt. Jan 3, 2024 · The IPAdapter's ATTENTION MASK is the reference portion of the target. When I do that, the IPAdapter nodes receive no attention mask and do not do their job: All of this is probably by design. Downsamples the provided mask tensor to match the expected dimensions for scaled dot-product attention. Feb 1, 2024 · You signed in with another tab or window. . The process I use to generate the mask is like this: 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. Dec 1, 2023 · These extremly powerful Workflows from Matt3o show the real potential of the IPAdapter. 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. #335. 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. 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. May 12, 2024 · Configuring the Attention Mask and CLIP Model. ip adapter uses the default attention processor for self-attention and the IPAdapterAttnProcessor for cross-attention. Dec 30, 2023 · It's possible to add a mask to define the area where the IPAdapter will be applied to. In this video, I'll be introducing a convenient feature of the recently added Attention Mask of ComfyUI_IPAdapter_Plus through the Inspire Pack. Make the mask the same size as your generated image. 0. For more information about the Attention Mask, please visit the introduction to IPAdapter Attention Mask Uses an RGB mask for attention masking with IP adapter - updated from Mateos flow for V2 of IP Adapt. I made this using the following workflow with two images as a starting point from the ComfyUI IPAdapter node repository. When working with Attention Masks it's important to make sure that the size of the mask matches the image size precisely. Connect the Mask: Connect the MASK output port of the FeatherMask to the attn_mask input of the IPAdapter Advanced. Using IP-Adapter for Color Palette (txt2img) 7. Enable or disable optional groups (IPAdapter, SAM attention mask, SUPIR) at will, and nothing should break. The IPAdapter function can leverage an attention mask defined via the Uploader function. Open alejobrainz opened this issue Sep 12, 2024 · 0 comments Open IPAdapter Attention Masks #120. Requirements For Image Prompts 3. Closed aravind-h-v opened this issue Feb 4, 2024 · 3 comments Downsamples the provided mask tensor to match the expected dimensions for scaled dot-product attention. When using only 1 IPAdapter this either make a merge of the two face or put the same face on the two persons. This optional parameter accepts a mask input that can be used to focus the attention of the model on specific areas of the image. 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 Feb 4, 2024 · cubiq / ComfyUI_IPAdapter_plus Public. Jan 23, 2024 · This involves using an iPAdapter with attention masks designated for both the character and the background. This step ensures the IP-Adapter focuses specifically on the outfit area. The mask determines the area where the IPAdapter will be applied and should have the same size of the final generated image. 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) Jan 21, 2024 · The IPAdapter feature goes beyond masking attention it also provides animated mask functions in the user ComfyUI. Reply reply Top 1% Rank by size . It is still enabled! 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). ComfyUI_IPAdapter_plus - IPAdapterModelLoader (1) Release: AP Workflow 7. g. This optional parameter accepts a CLIP vision input, which can be used to enhance the image processing by incorporating vision-based features. Apr 26, 2024 · Workflow. 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. 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. Key Considerations for Optimal Use of Attention Masks. Install the CLIP Model: 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. IPAdapter Attention Masks #120. The ComfyUI Node for IP-Adapter offers the option to provide an attention mask for each applied IP 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 2024/04/21: Added Regional Conditioning nodes to simplify attention masking and masked text conditioning. You switched accounts on another tab or window. 5. Face Swap with IP-Adapter (txt2img) 6. 1. alejobrainz opened this issue Sep Feb 1, 2024 · relevant code from ComfyUI cubiq/ComfyUI_IPAdapter_plus@ebd946f; notes on the design. Like putting my cat riding on a horse and dress up as a general. If the aspect ratio of the mask does not match the aspect ratio of the output image, a warning is issued. The 'apply IPAdapter' node makes an effort to adjust for any size differences allowing the feature to work with sized masks. 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 26, 2024 · Exploring the Advanced Features of ComyUI IPAdapter: Attention Mask. 5 为例），而后与文字的 hidden state [77, 768] 进行 cross attention 计算。 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. Try using two IP Adapters. stop comfyui. 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. Use a prompt that mentions the subjects, e. ai/workflows/piranha_fumbling_2 Jun 5, 2024 · IP-Adapters: All you need to know. 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 I did an update yesterday and noticed the mask input appeared on the Apply IPAdapter node. delete all IPAdapter nodes. e. This technique allows for the application of line effects exclusively to the character, effectively removing the background lines. I highly recommend to anyone interested in IPadapter to start at his first video on it. Import the CLIP Vision Loader: Drag the CLIP Vision Loader from ComfyUI's node library. You can use it to copy the style, composition, or a face in the reference image. Reload to refresh your session. Despite the simplicity of our method, an IP-Adapter with only 22M parameters can achieve comparable or even better performance to a fine-tuned image prompt model. Introduction 2. Allowing attention masks for IP Adapter that define on which area of the image the IP-Adapter is applied. 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. at the moment is the best option. something like multiple people, couple etc. IP-adapter (Image Prompt adapter) is a Stable Diffusion add-on for using images as prompts, similar to Midjourney and DaLLE 3. For example, if I want to prompt for "beautiful female model posing, wearing a wedd Downsamples the provided mask tensor to match the expected dimensions for scaled dot-product attention. Updated: 1/20/2024 Feb 5, 2024 · The torso picture is then readied for Clip Vision with an attention mask applied to the legs. AP Workflow allows you to specify an attention mask that the IPAdapter should focus on. See full list on github. How to use this workflow 👉 Load two reference Nov 29, 2023 · It's possible to add a mask to define the area where the IPAdapter will be applied to. Just one pipeline, no inpainting or area conditioning. AP Workflow now supports the Kohya Deep Shrink optimization via a dedicated function. The Webui implementation is incredibly weak by comparison. 80 or lower. This feature already exists in ComfyUI and would be a great addition for InvokeAI as well. Refresh the page a couple of times. It's very strong and tends to ignore the text conditioning. By learning through the videos you gain an enormous amount of control using IPadapter. This is a basic tutorial for using IP Adapter in Stable Diffusion ComfyUI. 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). AP Workflow now supports the Perp-Neg optimization via a dedicated function. 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. Achieving the Final Character Generation Nov 26, 2023 · please try to update the extension. You signed out in another tab or window. Import the CLIP Vision Loader: Drag the CLIP Vision Loader from ComfyUI’s node library. ilji ozywqq styahvh hknuo daosy pplhwr eol zecqh kjwzr ratslwyo