Ipadapter attention mask

Ipadapter attention mask. 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. Reply reply Top 1% Rank by size . It is suggested to use a mask of the same size of the final generated image. Introduction 2. 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. How to use this workflow Load two reference With the recent attention mask for ipadapter, I want to try something more complicated. This technique allows for the application of line effects exclusively to the character, effectively removing the background lines. This feature already exists in ComfyUI and would be a great addition for InvokeAI as well. 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. This workflow mostly showcases the new IPAdapter attention masking feature. 5. This allows the model to learn more image-specific features. . 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. 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 25, 2024 · attn_mask. alejobrainz opened this issue Sep Feb 1, 2024 · relevant code from ComfyUI cubiq/ComfyUI_IPAdapter_plus@ebd946f; notes on the design. ip adapter uses the default attention processor for self-attention and the IPAdapterAttnProcessor for cross-attention. def ipadapter_attention(out, q, k, v, extra_options, module_key='', ipadapter=None, weight=1. Key Considerations for Optimal Use of Attention Masks. #255. Face Swap with IP-Adapter (txt2img) 6. 1. and using ipadapter attention masking, you can assign different styles to the person and background by load different style pictures. AP Workflow now supports the Kohya Deep Shrink optimization via a dedicated function. Dec 13, 2023 · yes, scale and crop by just a few pixels would fix the problem. Feb 1, 2024 · You signed in with another tab or window. Use a prompt that mentions the subjects, e. I highly recommend to anyone interested in IPadapter to start at his first video on it. More posts you may like You signed in with another tab or window. Jan 23, 2024 · This involves using an iPAdapter with attention masks designated for both the character and the background. ComfyUI_IPAdapter_plus - IPAdapterModelLoader (1) Release: AP Workflow 7. IP-adapter (Image Prompt adapter) is a Stable Diffusion add-on for using images as prompts, similar to Midjourney and DaLLE 3. Recreate the nodes and retry. 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. This optional parameter accepts a CLIP vision input, which can be used to enhance the image processing by incorporating vision-based features. 2024/04/16 : Added support for the new SDXL portrait unnorm model (link below). A comprehensive tutorial, on how to craft smooth transitions using animated masks, IPAdapter models and controlnets. 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. Turn down IPAdapter strength to . One for the 1st subject (red), one for the second subject (green). #335. 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. Use IPAdapter Plus model and use an attention mask with red and green areas for where the subject should be. This is a basic tutorial for using IP Adapter in Stable Diffusion ComfyUI. Import the CLIP Vision Loader: Drag the CLIP Vision Loader from ComfyUI’s node library. Dec 1, 2023 · These extremly powerful Workflows from Matt3o show the real potential of the IPAdapter. It's exactly the thing I was needing. 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. 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. 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. 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. Using IP-Adapter for Color Palette (txt2img) 7. Make the mask the same size as your generated image. The Webui implementation is incredibly weak by comparison. AP Workflow allows you to specify an attention mask that the IPAdapter should focus on. ai/workflows/piranha_fumbling_2 Jun 5, 2024 · IP-Adapters: All you need to know. Import the CLIP Vision Loader: Drag the CLIP Vision Loader from ComfyUI's node library. 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). 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. 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. e. The clip Vision loader is introduced, and the host demonstrates how to connect it for further customization. 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. The process includes compositing the masked character onto an empty background. Apr 26, 2024 · Workflow. delete all IPAdapter nodes. at the moment is the best option. Just one pipeline, no inpainting or area conditioning. Jan 20, 2024 · 5. Apr 16, 2024 · cross_attention_kwargs ['ip_adapter_masks'] are not expected by AttnProcessor2_0 and will be ignored. AP Workflow now supports the Perp-Neg optimization via a dedicated function. This step ensures the IP-Adapter focuses specifically on the outfit area. Achieving the Final Character Generation Nov 26, 2023 · please try to update the extension. Attention Masking with IPAdapter and ComfyUI. Using IP-adapter (txt2img) 5. In this example I'm using 2 main characters and a background in completely different styles. If the aspect ratio of the mask does not match the aspect ratio of the output image, a warning is issued. 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. No response. But this also means that we always need to manually connect/disconnect the link to the attention mask input. You signed out in another tab or window. 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. clip_vision. Open alejobrainz opened this issue Sep 12, 2024 · 0 comments Open IPAdapter Attention Masks #120. g. These visuals are fed into their IPAdapters for analysis, highlighting the need to run the IPAdapter models in a loop, for seamless integration. Refresh the page a couple of times. 80 or lower. 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. You switched accounts on another tab or window. 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). 6. It's very strong and tends to ignore the text conditioning. 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. 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. The post will cover: How to use IP-adapters in AUTOMATIC1111 and ComfyUI. something like multiple people, couple etc. 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. 0. I made this using the following workflow with two images as a starting point from the ComfyUI IPAdapter node repository. Additional Content. But I find with attention mask is not yet quite enough as the prompts are still interpreted globally. 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". When using only 1 IPAdapter this either make a merge of the two face or put the same face on the two persons. When working with Attention Masks it's important to make sure that the size of the mask matches the image size precisely. Alternatives. , inpainting, hires fix, upscale, face detailer, etc) and no control net. Dec 30, 2023 · It's possible to add a mask to define the area where the IPAdapter will be applied to. Try using two IP Adapters. 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). Like putting my cat riding on a horse and dress up as a general. The attention mask must be defined in the Uploader function, via the ComfyUI Mask Editor, for the reference image (not the source image). Allowing attention masks for IP Adapter that define on which area of the image the IP-Adapter is applied. With no finishing (i. The video continues with instructions on setting up key samplers, text encoders, and a V encoder to refine the image. The 'apply IPAdapter' node makes an effort to adjust for any size differences allowing the feature to work with sized masks. 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. Attention is given to directing the IP adapter to focus using a mask input. 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. This optional parameter accepts a mask input that can be used to focus the attention of the model on specific areas of the image. IPAdapter Attention Masks #120. The generation happens in just one pass with one KSampler (no inpainting or area conditioning). Requirements For Image Prompts 3. 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. 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. By learning through the videos you gain an enormous amount of control using IPadapter. What is Image Prompting in Stable Diffusion? 4. The IPAdapter function can leverage an attention mask defined via the Uploader function. and using ipadapter attention masking, you can assign different styles to the person and background by load different style images. restart it. Exploring methods for animating logos, with SDXL V2 animateddiff model and controlnets. All those are doable inside comfyui, but krita would be far better for that. The IPAdapter function is now part of the main pipeline and not a branch on its own. Connect the Mask: Connect the MASK output port of the FeatherMask to the attn_mask input of the IPAdapter Advanced. Enable or disable optional groups (IPAdapter, SAM attention mask, SUPIR) at will, and nothing should break. When I do that, the IPAdapter nodes receive no attention mask and do not do their job: All of this is probably by design. In this video, I'll be introducing a convenient feature of the recently added Attention Mask of ComfyUI_IPAdapter_Plus through the Inspire Pack. Tensor shape difference when using attention mask. Updated: 1/20/2024 Feb 5, 2024 · The torso picture is then readied for Clip Vision with an attention mask applied to the legs. 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. You can use it to copy the style, composition, or a face in the reference image. The mask determines the area where the IPAdapter will be applied and should have the same size of the final generated image. See full list on github. Downsamples the provided mask tensor to match the expected dimensions for scaled dot-product attention. Jan 3, 2024 · The IPAdapter's ATTENTION MASK is the reference portion of the target. insightface We would like to show you a description here but the site won’t allow us. com #comfyui #controlnet #ipadapter #attention mask #davinciresolve #workflow #download workflow download links: https://openart. stop comfyui. 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. It's 100% worth the time. 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). The same is true if I place the mask input in a dedicated group and I disable that group. 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. 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. ) Created by: OpenArt: ATTENTION MASKING ===== IPAdapter supports attention masking. Once I figured out what it did I was in love. Reload to refresh your session. For lora to work like this, it needs to be targeted to the generated image, but the images are attention_mask = attn. Everything outside the mask will ignore the reference images and will only listen to the text prompt. 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. eeep jnggu sjdybvt bmnqj azpdki pwlfx zkcqs svbircf zlusdw cxf