diff --git a/README.MD b/README.MD index 629b893..fc61cbb 100644 --- a/README.MD +++ b/README.MD @@ -80,6 +80,8 @@ When this error has occurred, please check the network environment. ## Update **If the dependency package error after updating, please reinstall the relevant dependency packages.
+* Commit [ImageToMask](#ImageToMask) node, it can be converted image into mask. Supports converting any channel in LAB, RGBA, YUV, and HSV modes into masks, while providing color scale adjustment. Support mask optional input to obtain masks that only include valid parts. +* The blackpoint and whitepoint options in some nodes have been changed to slider adjustment for a more intuitive display. Include [MaskEdgeUltraDetailV2](#MaskEdgeUltraDetailV2), [SegmentAnythingUltraV2](#SegmentAnythingUltraV2), [RmBgUltraV2](#RmBgUltraV2)，[PersonMaskUltraV2](#PersonMaskUltraV2)，[BiRefNetUltra](#BiRefNetUltra), [SegformerB2ClothesUltra](#SegformerB2ClothesUltra), [BlendIfMask](#BlendIfMask) and [Levels](#Levels). * [ImageScaleRestoreV2](#ImageScaleRestoreV2) and [ImageScaleByAspectRatioV2](#ImageScaleByAspectRatioV2) nodes add the ```total_pixel``` method to scale images. * Commit [MediapipeFacialSegment](#MediapipeFacialSegment) node，Used to segment facial features, including left and right eyebrows, eyes, lips, and teeth. * Commit [BatchSelector](#BatchSelector) node，Used to retrieve specified images or masks from batch images or masks. @@ -1432,6 +1434,23 @@ Node Options: * fix_threshold: The threshold for repairing masks. * invert_mask: Whether to reverse the mask. +### ImageToMask +Convert the image to a mask. Supports converting any channel in LAB, RGBA, YUV, and HSV modes into masks, while providing color scale adjustment. Support mask optional input to obtain masks that only include valid parts. +![image](image/image_to_mask_example.jpg) + +Node Options: +![image](image/image_to_mask_node.jpg) +* image: Input image. +* mask: This input is optional, if there is a mask, only the colors inside the mask are included in the range. +* channel: Channel selection. You can choose any channel of LAB, RGBA, YUV, or HSV modes. +* black_point*: Black dot value for the mask. The value range is 0-255, with a default value of 0. +* white_point*: White dot value for the mask. The value range is 0-255, with a default value of 255. +* gray_point: Gray dot values for the mask. The value range is 0.01-9.99, with a default of 1. +* invert_output_mask: Whether to reverse the mask. + +*If the black_point or output_black_point value is greater than white_point or output_white_point, the two values are swapped, with the larger value used as white_point and the smaller value used as black_point. + + ### Shadow & Highlight Mask Generate masks for the dark and bright parts of the image. ![image](image/shadow_and_highlight_mask_example.jpg) diff --git a/README_CN.MD b/README_CN.MD index 74f08d6..37fdf41 100644 --- a/README_CN.MD +++ b/README_CN.MD @@ -80,6 +80,8 @@ git clone https://github.com/chflame163/ComfyUI_LayerStyle.git ## 更新说明 **如果本插件更新后出现依赖包错误，请重新安装相关依赖包。 +* 添加 [ImageToMask](#ImageToMask) 节点，可将图片转为遮罩。支持以LAB，RGBA, YUV 和 HSV模式的任意通道转换为遮罩，同时提供色阶调整。支持mask可选输入以获取仅包括有效部分的遮罩。 +* 部分节点中blackpoint和whitepoint选项改为滑块调节，便于更直观显示。包括[MaskEdgeUltraDetailV2](#MaskEdgeUltraDetailV2), [SegmentAnythingUltraV2](#SegmentAnythingUltraV2), [RmBgUltraV2](#RmBgUltraV2)，[PersonMaskUltraV2](#PersonMaskUltraV2)，[BiRefNetUltra](#BiRefNetUltra), [SegformerB2ClothesUltra](#SegformerB2ClothesUltra), [BlendIfMask](#BlendIfMask) 和 [Levels](#Levels)。 * [ImageScaleRestoreV2](#ImageScaleRestoreV2) 和[ImageScaleByAspectRatioV2](#ImageScaleByAspectRatioV2) 节点增加TotalPixel方法缩放图片。 * 添加 [MediapipeFacialSegment](#MediapipeFacialSegment) 节点， 用于分割面部五官，包括左右眉、眼睛、嘴唇和牙齿。 * 添加 [BatchSelector](#BatchSelector) 节点， 用于从批量图片或遮罩中获取指定的图片或遮罩。 @@ -1417,6 +1419,23 @@ PersonMaskUltra的V2升级版，增加了VITMatte边缘处理方法。(注意: * fix_threshold: 修补遮罩的阈值。 * invert_mask: 是否反转遮罩。 +### ImageToMask +将图片转为遮罩。支持以LAB，RGBA, YUV 和 HSV模式的任意通道转换为遮罩，同时提供色阶调整。支持mask可选输入以获取仅包括有效部分的遮罩。 +![image](image/image_to_mask_example.jpg) + +节点选项说明: +![image](image/image_to_mask_node.jpg) +* image: 图像输入。 +* mask: 遮罩输入。此输入是可选项，如果有遮罩则仅遮罩内的颜色被纳入范围。 +* channel: 通道选择。可以选择LAB，RGBA, YUV 和 HSV模式的任意一个通道。 +* black_point*: 遮罩黑点值。取值范围0-255, 默认值0。 +* white_point*: 遮罩白点值。取值范围0-255, 默认值255。 +* gray_point: 遮罩灰点值。取值范围0.01-9.99, 默认1。 +* invert_output_mask: 是否反转遮罩。 + +*如果 black_point 或 output_black_point 数值大于 white_point 或 output_white_point，则两个数值将交换，较大的数值作为white_point使用，较小的数值作为black_point使用。 + + ### Shadow & Highlight Mask 生成图像暗部和亮部的遮罩。 diff --git a/image/birefnet_ultra_node.jpg b/image/birefnet_ultra_node.jpg index 10ee79b..73c9f1b 100644 Binary files a/image/birefnet_ultra_node.jpg and b/image/birefnet_ultra_node.jpg differ diff --git a/image/blendif_mask_node.jpg b/image/blendif_mask_node.jpg index c2cbc01..2e6b974 100644 Binary files a/image/blendif_mask_node.jpg and b/image/blendif_mask_node.jpg differ diff --git a/image/image_to_mask_example.jpg b/image/image_to_mask_example.jpg new file mode 100644 index 0000000..0772242 Binary files /dev/null and b/image/image_to_mask_example.jpg differ diff --git a/image/image_to_mask_node.jpg b/image/image_to_mask_node.jpg new file mode 100644 index 0000000..fd70f9d Binary files /dev/null and b/image/image_to_mask_node.jpg differ diff --git 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b/image/person_mask_ultra_v2_node.jpg index af9d915..25ae115 100644 Binary files a/image/person_mask_ultra_v2_node.jpg and b/image/person_mask_ultra_v2_node.jpg differ diff --git a/image/rmbg_ultra_v2_node.jpg b/image/rmbg_ultra_v2_node.jpg index d006dd6..4610e4d 100644 Binary files a/image/rmbg_ultra_v2_node.jpg and b/image/rmbg_ultra_v2_node.jpg differ diff --git a/image/segformer_ultra_node.jpg b/image/segformer_ultra_node.jpg index 387a883..c22aeed 100644 Binary files a/image/segformer_ultra_node.jpg and b/image/segformer_ultra_node.jpg differ diff --git a/image/segment_anything_ultra_v2_node.jpg b/image/segment_anything_ultra_v2_node.jpg index 8152b12..fa12110 100644 Binary files a/image/segment_anything_ultra_v2_node.jpg and b/image/segment_anything_ultra_v2_node.jpg differ diff --git a/py/birefnet_ultra.py b/py/birefnet_ultra.py index 6d32f0a..827c454 100644 --- a/py/birefnet_ultra.py +++ b/py/birefnet_ultra.py @@ -15,8 +15,8 @@ class BiRefNetUltra: "detail_method": (method_list,), "detail_erode": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), "detail_dilate": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), - "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01}), - "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01}), + "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01, "display": "slider"}), + "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01, "display": "slider"}), "process_detail": ("BOOLEAN", {"default": True}), }, "optional": { diff --git a/py/blend_if_mask.py b/py/blend_if_mask.py index 5d8010e..62e170c 100644 --- a/py/blend_if_mask.py +++ b/py/blend_if_mask.py @@ -23,9 +23,9 @@ class BlendIfMask: "image": ("IMAGE", ), "invert_mask": ("BOOLEAN", {"default": True}), # 反转mask "blend_if": (blend_if_list,), - "black_point": ("INT", {"default": 0, "min": 0, "max": 254, "step": 1}), + "black_point": ("INT", {"default": 0, "min": 0, "max": 254, "step": 1, "display": "slider"}), "black_range": ("INT", {"default": 0, "min": 0, "max": 255, "step": 1}), - "white_point": ("INT", {"default": 255, "min": 1, "max": 255, "step": 1}), + "white_point": ("INT", {"default": 255, "min": 1, "max": 255, "step": 1, "display": "slider"}), "white_range": ("INT", {"default": 0, "min": 0, "max": 255, "step": 1}), }, "optional": { diff --git a/py/color_correct_levels.py b/py/color_correct_levels.py index 49a1699..83b0b69 100644 --- a/py/color_correct_levels.py +++ b/py/color_correct_levels.py @@ -15,8 +15,8 @@ class ColorCorrectLevels: "required": { "image": ("IMAGE", ), # "channel": (channel_list,), - "black_point": ("INT", {"default": 0, "min": 0, "max": 255, "step": 1}), - "white_point": ("INT", {"default": 255, "min": 0, "max": 255, "step": 1}), + "black_point": ("INT", {"default": 0, "min": 0, "max": 255, "step": 1, "display": "slider"}), + "white_point": ("INT", {"default": 255, "min": 0, "max": 255, "step": 1, "display": "slider"}), "gray_point": ("FLOAT", {"default": 1, "min": 0.01, "max": 9.99, "step": 0.01}), "output_black_point": ("INT", {"default": 0, "min": 0, "max": 255, "step": 1}), "output_white_point": ("INT", {"default": 255, "min": 0, "max": 255, "step": 1}), diff --git a/py/image_to_mask.py b/py/image_to_mask.py new file mode 100644 index 0000000..be4b70e --- /dev/null +++ b/py/image_to_mask.py @@ -0,0 +1,107 @@ +from .imagefunc import * + +NODE_NAME = 'ImageToMask' + +class ImageToMask: + @classmethod + def INPUT_TYPES(s): + channel_list = ["L(LAB)", "A(Lab)", "B(Lab)", + "R(RGB)", "G(RGB)", "B(RGB)", "alpha", + "Y(YUV)", "U(YUV)", "V(YUV)", + "H(HSV)", "S(HSV", "V(HSV)"] + return { + "required": { + "image": ("IMAGE", ), + "channel": (channel_list,), + "black_point": ("INT", {"default": 0, "min": 0, "max": 255, "step": 1, "display": "slider"}), + "white_point": ("INT", {"default": 255, "min": 0, "max": 255, "step": 1, "display": "slider"}), + "gray_point": ("FLOAT", {"default": 1.0, "min": 0.01, "max": 9.99, "step": 0.01}), + "invert_output_mask": ("BOOLEAN", {"default": False}), # 反转mask + }, + "optional": { + "mask": ("MASK",), # + } + } + + RETURN_TYPES = ("MASK",) + RETURN_NAMES = ("mask",) + FUNCTION = "image_to_mask" + CATEGORY = '😺dzNodes/LayerMask' + + def image_to_mask(self, image, channel, + black_point, white_point, gray_point, + invert_output_mask, mask=None + ): + + ret_masks = [] + l_images = [] + l_masks = [] + + for l in image: + l_images.append(torch.unsqueeze(l, 0)) + m = tensor2pil(l) + if m.mode == 'RGBA': + l_masks.append(m.split()[-1]) + else: + l_masks.append(Image.new('L', m.size, 'white')) + if mask is not None: + if mask.dim() == 2: + mask = torch.unsqueeze(mask, 0) + l_masks = [] + for m in mask: + l_masks.append(tensor2pil(torch.unsqueeze(m, 0)).convert('L')) + + for i in range(len(l_images)): + orig_image = l_images[i] if i < len(l_images) else l_images[-1] + orig_image = tensor2pil(orig_image) + orig_mask = l_masks[i] if i < len(l_masks) else l_masks[-1] + + mask = Image.new('L', orig_image.size, 'black') + if channel == "L(LAB)": + mask, _, _, _ = image_channel_split(orig_image, 'LAB') + elif channel == "A(Lab)": + _, mask, _, _ = image_channel_split(orig_image, 'LAB') + elif channel == "B(Lab)": + _, _, mask, _ = image_channel_split(orig_image, 'LAB') + elif channel == "R(RGB)": + mask, _, _, _ = image_channel_split(orig_image, 'RGB') + elif channel == "G(RGB)": + _, mask, _, _ = image_channel_split(orig_image, 'RGB') + elif channel == "B(RGB)": + _, _, mask, _ = image_channel_split(orig_image, 'RGB') + elif channel == "alpha": + _, _, _, mask = image_channel_split(orig_image, 'RGBA') + elif channel == "Y(YUV)": + mask, _, _, _ = image_channel_split(orig_image, 'YCbCr') + elif channel == "U(YUV)": + _, mask, _, _ = image_channel_split(orig_image, 'YCbCr') + elif channel == "V(YUV)": + _, _, mask, _ = image_channel_split(orig_image, 'YCbCr') + elif channel == "H(HSV)": + mask, _, _, _ = image_channel_split(orig_image, 'HSV') + elif channel == "S(HSV)": + _, mask, _, _ = image_channel_split(orig_image, 'HSV') + elif channel == "V(HSV)": + _, _, mask, _ = image_channel_split(orig_image, 'HSV') + mask = normalize_gray(mask) + mask = adjust_levels(mask, black_point, white_point, gray_point, + 0, 255) + if invert_output_mask: + mask = ImageChops.invert(mask) + ret_mask = Image.new('L', mask.size, 'black') + ret_mask.paste(mask, mask=orig_mask) + + ret_mask = image2mask(ret_mask) + + ret_masks.append(ret_mask) + + return (torch.cat(ret_masks, dim=0), ) + + +NODE_CLASS_MAPPINGS = { + "LayerMask: ImageToMask": ImageToMask +} + +NODE_DISPLAY_NAME_MAPPINGS = { + "LayerMask: ImageToMask": "LayerMask: Image To Mask" +} \ No newline at end of file diff --git a/py/mask_edge_ultra_detail_v2.py b/py/mask_edge_ultra_detail_v2.py index 31d3bbe..8140e8c 100644 --- a/py/mask_edge_ultra_detail_v2.py +++ b/py/mask_edge_ultra_detail_v2.py @@ -21,8 +21,8 @@ class MaskEdgeUltraDetailV2: "fix_threshold": ("FLOAT", {"default": 0.75, "min": 0.01, "max": 0.99, "step": 0.01}), "edge_erode": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), "edte_dilate": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), - "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01}), - "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01}), + "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01, "display": "slider"}), + "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01, "display": "slider"}), }, "optional": { } diff --git a/py/person_mask_ultra_v2.py b/py/person_mask_ultra_v2.py index cdbeb4f..bd7de6c 100644 --- a/py/person_mask_ultra_v2.py +++ b/py/person_mask_ultra_v2.py @@ -33,8 +33,8 @@ class PersonMaskUltraV2: "detail_method": (method_list,), "detail_erode": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), "detail_dilate": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), - "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01}), - "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01}), + "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01, "display": "slider"}), + "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01, "display": "slider"}), "process_detail": ("BOOLEAN", {"default": True}), }, "optional": diff --git a/py/rembg_ultra_v2.py b/py/rembg_ultra_v2.py index 31e7cce..9bae40c 100644 --- a/py/rembg_ultra_v2.py +++ b/py/rembg_ultra_v2.py @@ -17,8 +17,8 @@ class RmBgUltraV2: "detail_method": (method_list,), "detail_erode": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), "detail_dilate": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), - "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01}), - "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01}), + "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01, "display": "slider"}), + "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01, "display": "slider"}), "process_detail": ("BOOLEAN", {"default": True}), }, "optional": { diff --git a/py/segformer_ultra.py b/py/segformer_ultra.py index 9756fe0..7cdd550 100644 --- a/py/segformer_ultra.py +++ b/py/segformer_ultra.py @@ -62,8 +62,8 @@ class Segformer_B2_Clothes: "detail_method": (method_list,), "detail_erode": ("INT", {"default": 12, "min": 1, "max": 255, "step": 1}), "detail_dilate": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), - "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01}), - "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01}), + "black_point": ("FLOAT", {"default": 0.01, "min": 0.01, "max": 0.98, "step": 0.01, "display": "slider"}), + "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01, "display": "slider"}), "process_detail": ("BOOLEAN", {"default": True}), } } diff --git a/py/segment_anything_ultra_v2.py b/py/segment_anything_ultra_v2.py index 6fa0526..5db8e91 100644 --- a/py/segment_anything_ultra_v2.py +++ b/py/segment_anything_ultra_v2.py @@ -26,8 +26,8 @@ class SegmentAnythingUltraV2: "detail_method": (method_list,), "detail_erode": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), "detail_dilate": ("INT", {"default": 6, "min": 1, "max": 255, "step": 1}), - "black_point": ("FLOAT", {"default": 0.15, "min": 0.01, "max": 0.98, "step": 0.01}), - "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01}), + "black_point": ("FLOAT", {"default": 0.15, "min": 0.01, "max": 0.98, "step": 0.01, "display": "slider"}), + "white_point": ("FLOAT", {"default": 0.99, "min": 0.02, "max": 0.99, "step": 0.01, "display": "slider"}), "process_detail": ("BOOLEAN", {"default": True}), "prompt": ("STRING", {"default": "subject"}), }, diff --git a/py/text_join.py b/py/text_join.py index 56c610a..02f6729 100644 --- a/py/text_join.py +++ b/py/text_join.py @@ -11,13 +11,13 @@ class TextJoin: def INPUT_TYPES(cls): return { "required": { - "text_1": ("STRING", {"multiline": True}), + "text_1": ("STRING", {"multiline": False}), }, "optional": { - "text_2": ("STRING", {"multiline": True}), - "text_3": ("STRING", {"multiline": True}), - "text_4": ("STRING", {"multiline": True}), + "text_2": ("STRING", {"multiline": False}), + "text_3": ("STRING", {"multiline": False}), + "text_4": ("STRING", {"multiline": False}), } } diff --git a/pyproject.toml b/pyproject.toml index 6bd68f3..971b5d8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,7 +1,7 @@ [project] name = "comfyui_layerstyle" description = "A set of nodes for ComfyUI it generate image like Adobe Photoshop's Layer Style. the Drop Shadow is first completed node, and follow-up work is in progress." -version = "1.0.3" +version = "1.0.4" license = "MIT" dependencies = ["numpy", "pillow", "torch", "matplotlib", "Scipy", "scikit_image", "opencv-contrib-python", "pymatting", "segment_anything", "timm", "addict", "yapf", "colour-science", "wget", "mediapipe", "loguru", "typer_config", "fastapi", "rich", "google-generativeai", "diffusers", "omegaconf", "tqdm", "transformers", "kornia", "image-reward", "ultralytics", "blend_modes", "blind-watermark", "qrcode", "pyzbar", "psd-tools"] diff --git a/workflow/image_to_mask_example.json b/workflow/image_to_mask_example.json new file mode 100644 index 0000000..9d890e1 --- /dev/null +++ b/workflow/image_to_mask_example.json @@ -0,0 +1,217 @@ +{ + "last_node_id": 4, + "last_link_id": 4, + "nodes": [ + { + "id": 1, + "type": "LayerMask: ImageToMask", + "pos": [ + 1209, + 483 + ], + "size": { + "0": 315, + "1": 174 + }, + "flags": {}, + "order": 2, + "mode": 0, + "inputs": [ + { + "name": "image", + "type": "IMAGE", + "link": 1, + "slot_index": 0 + }, + { + "name": "mask", + "type": "MASK", + "link": 4 + } + ], + "outputs": [ + { + "name": "mask", + "type": "MASK", + "links": [ + 2 + ], + "shape": 3, + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "LayerMask: ImageToMask" + }, + "widgets_values": [ + "V(YUV)", + 18, + 80, + 1, + false + ] + }, + { + "id": 3, + "type": "LayerMask: MaskPreview", + "pos": [ + 1584, + 484 + ], + "size": { + "0": 420.80670166015625, + "1": 278.8514404296875 + }, + "flags": {}, + "order": 3, + "mode": 0, + "inputs": [ + { + "name": "mask", + "type": "MASK", + "link": 2 + } + ], + "properties": { + "Node name for S&R": "LayerMask: MaskPreview" + } + }, + { + "id": 4, + "type": "LayerMask: RmBgUltra V2", + "pos": [ + 830, + 618 + ], + "size": { + "0": 315, + "1": 198 + }, + "flags": {}, + "order": 1, + "mode": 0, + "inputs": [ + { + "name": "image", + "type": "IMAGE", + "link": 3 + } + ], + "outputs": [ + { + "name": "image", + "type": "IMAGE", + "links": null, + "shape": 3 + }, + { + "name": "mask", + "type": 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