+
+ | Prompt |
+ Reference Image |
+ EcomID |
+ InstantID |
+ PuLID |
+
+
+ | A close-up portrait of a little girl with double braids, wearing a white dress, standing on the beach during sunset. |
+  |
+  |
+  |
+  |
+
+
+ | A close-up portrait of a very little girl with double braids, wearing a hat and white dress, standing on the beach during sunset. |
+  |
+  |
+  |
+  |
+
+
+ | Agrizzled detective, fedora casting a shadow over his square jaw, a cigar dangling from his lips, his trench coat evocative of film noir, in a rainy alley. |
+  |
+  |
+  |
+  |
+
+
+ | A smiling girl with bangs and long hair in a school uniform stands under cherry trees, holding a book. |
+  |
+  |
+  |
+  |
+
+
+ | A very old witch, wearing a black cloak, with a pointed hat, holding a magic wand, against a background of a misty forest. |
+  |
+  |
+  |
+  |
+
+
+ | A man clad in cyberpunk fashion: neon accents, reflective sunglasses， and a leather jacket with glowing circuit patterns. He stands stoically amidst a soaked cityscape. |
+  |
+  |
+  |
+  |
+
+
+
+
+### More Base Models, Resolutions, and Styles
+
+
+ | SDXL models |
+ Prompt |
+ Reference Image |
+ EcomID |
+ InstantID |
+ PuLID |
+
+
+ | sd-xl-base-1.0 |
+ girl, solo, brown hair, holding a little teddy bear on her hands, wearing a school uniform, standing in the library, cartoon style. |
+  |
+  |
+  |
+  |
+
+
+ | EcomXL |
+ A close-up portrait of a very little girl with double braids, wearing a hat and white dress, standing on the beach during sunset. |
+ |
+ |
+ |
+ |
+
+
+ | DreamShaperXL |
+ solo, looking_at_viewer, smile, brown_hair, upper_body, open_clothes, teeth, open_jacket, black_jacket, blurry_background, realistic |
+ |
+  |
+  |
+  |
+
+
+ | leosam_xl_v7 |
+ A close-up portrait of a girl, solo, dress, jewelry, beach and sea, pink_dress, realistic. |
+  |
+  |
+  |
+  |
+
+
+
+### Notes
+- Unless otherwise specified, the showcases are generated using the base model EcomXL, which is also highly compatible with various other SDXL-based models, such as [leosams-helloworld-xl](https://civitai.com/models/43977/leosams-helloworld-xl), [dreamshaper-xl](https://civitai.com/models/112902/dreamshaper-xl), [stable-diffusion-xl-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) and so on.
+- It works very well with SDXL Turbo/Lighting, [EcomXL Inpainting ControlNet](https://huggingface.co/alimama-creative/EcomXL_controlnet_inpaint) and [EcomXL Softedge ControlNet](https://huggingface.co/alimama-creative/EcomXL_controlnet_softedge).
+
+# How to use
+
+## ComfyUI
+
+- The EcomID_ComfyUI node has been released: [click here](https://github.com/alimama-creative/SDXL_EcomID_ComfyUI)
+
+# Training Details
+
+The model is trained on 2M Taobao images, where the proportion of human faces is greater than 3%. The images have a resolution greater than 800, and the aesthetic score is above 5.5.
+
+Mixed precision: fp16
+
+Learning rate: 1e-4
+
+Batch size: 2
+
+Image size: 1024x1024
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+
+ 
+
+
+
+- **IP-Adapter of PuLID**: EcomID incorporates the ID-Encoder and cross-attention components from PuLID, trained with alignment loss.
+This method effectively reduces the interference of ID embeddings on text embeddings within the cross-attention part, minimizing disruption to the underlying model's text-to-image capabilities.
+- **InstantID’s IdentityNet Architecture**: Utilizing **a dataset of 2 million aesthetically pleasing portrait images**, IdentityNet enhances keypoint control, improving ID consistency and facial realism. During training, the IP-adapter is frozen, and only the IdentityNet is trained. Facial landmarks are used as conditional inputs, while face embeddings are integrated into IdentityNet via cross-attention.
+
+# Show Cases
+## Comparison with Other Methods
+### 1、Preserved Text-to-Image Capability
+
+
