From 364cbc1e346145ef9c4975a1cb2c44eb63917fd1 Mon Sep 17 00:00:00 2001 From: nftblackmagic Date: Fri, 6 Dec 2024 05:54:43 +0000 Subject: [PATCH 1/2] add try off --- .gitignore | 3 + README.md | 38 ++++++- example/tryoff_result/restored_garment1.png | Bin 0 -> 366803 bytes example/tryoff_result/restored_garment2.png | Bin 0 -> 306696 bytes example/tryoff_result/restored_garment3.png | Bin 0 -> 281720 bytes example/tryoff_result/restored_garment4.png | Bin 0 -> 354614 bytes example/tryoff_result/restored_garment5.png | Bin 0 -> 281148 bytes example/tryoff_result/restored_garment6.png | Bin 0 -> 400283 bytes requirements.txt | 1 + test.png | Bin 337375 -> 0 bytes tryoff.sh | 7 ++ tryoff_inference.py | 117 ++++++++++++++++++++ tryon.sh | 7 ++ 13 files changed, 169 insertions(+), 4 deletions(-) create mode 100644 example/tryoff_result/restored_garment1.png create mode 100644 example/tryoff_result/restored_garment2.png create mode 100644 example/tryoff_result/restored_garment3.png create mode 100644 example/tryoff_result/restored_garment4.png create mode 100644 example/tryoff_result/restored_garment5.png create mode 100644 example/tryoff_result/restored_garment6.png delete mode 100644 test.png create mode 100644 tryoff.sh create mode 100644 tryoff_inference.py create mode 100644 tryon.sh diff --git a/.gitignore b/.gitignore index f021ffa..c887a25 100644 --- a/.gitignore +++ b/.gitignore @@ -53,3 +53,6 @@ Thumbs.db # Gradio cache .gradio/example/github.mp4 + +aws/ +checkpoints/ \ No newline at end of file diff --git a/README.md b/README.md index b246329..f558636 100644 --- a/README.md +++ b/README.md @@ -22,6 +22,9 @@ Running it now on website: [CATVTON-FLUX-TRY-ON](https://huggingface.co/spaces/x --- **Latest Achievement** +(2024/12/6): +- Released a new weights for tryoff. The model named [cat-tryoff-flux](https://huggingface.co/xiaozaa/cat-tryoff-flux) can extract and reconstruct the front view of clothing items from images of people wearing them. + (2024/12/1): - Community comfyui support [here](https://github.com/lujiazho/ComfyUI-CatvtonFluxWrapper). Thanks to [lujiazho](https://github.com/lujiazho) @@ -43,17 +46,31 @@ Running it now on website: [CATVTON-FLUX-TRY-ON](https://huggingface.co/spaces/x --- ## Showcase + +### Try-on examples | Original | Garment | Result | |----------|---------|---------| | ![Original](example/person/1.jpg) | ![Garment](example/garment/00035_00.jpg) | ![Result](example/result/1.png) | | ![Original](example/person/1.jpg) | ![Garment](example/garment/04564_00.jpg) | ![Result](example/result/2.png) | | ![Original](example/person/00008_00.jpg) | ![Garment](example/garment/00034_00.jpg) | ![Result](example/result/3.png) | +### Try-off examples +| Original clothed model | Restored garment result | +|------------------------|------------------------| +| ![Original](example/person/00055_00.jpg) | ![Restored garment result](example/tryoff_result/restored_garment2.png) | +| ![Original](example/person/00064_00.jpg) | ![Restored garment result](example/tryoff_result/restored_garment4.png) | +| ![Original](example/person/00069_00.jpg) | ![Restored garment result](example/tryoff_result/restored_garment6.png) | + + ## Model Weights +### Tryon Fine-tuning weights in Hugging Face: 🤗 [catvton-flux-alpha](https://huggingface.co/xiaozaa/catvton-flux-alpha) - LORA weights in Hugging Face: 🤗 [catvton-flux-lora-alpha](https://huggingface.co/xiaozaa/catvton-flux-lora-alpha) +### Tryoff +Fine-tuning weights in Hugging Face: 🤗 [cat-tryoff-flux](https://huggingface.co/xiaozaa/cat-tryoff-flux) + +### Dataset The model weights are trained on the [VITON-HD](https://github.com/shadow2496/VITON-HD) dataset. ## Prerequisites @@ -69,6 +86,19 @@ huggingface-cli login ## Usage +### Tryoff +Run the following command to restore the front side of the garment from the clothed model image: +```bash +python tryoff_inference.py \ +--image ./example/person/00069_00.jpg \ +--mask ./example/person/00069_00_mask.png \ +--seed 41 \ +--output_tryon test_original.png \ +--output_garment restored_garment6.png \ +--steps 30 +``` + +### Tryon Run the following command to try on an image: LORA version: @@ -104,7 +134,7 @@ python app_no_lora.py ``` Gradio demo: - +Hugging Face: 🤗 [CATVTON-FLUX-TRY-ON](https://huggingface.co/spaces/xiaozaa/catvton-flux-try-on) [![Demo](example/github.jpg)](https://upcdn.io/FW25b7k/raw/uploads/github.mp4) @@ -114,8 +144,8 @@ Gradio demo: - [x] Add gradio demo - [x] Release updated weights with better performance - [x] Train a smaller model -- [ ] Support comfyui - +- [x] Support comfyui +- [x] Release tryoff weights ## Citation ```bibtex diff --git a/example/tryoff_result/restored_garment1.png b/example/tryoff_result/restored_garment1.png new file mode 100644 index 0000000000000000000000000000000000000000..1756e39e6c5e47a88cd6732463002a852e817b42 GIT binary patch literal 366803 zcmV)9K*hg_P)-E)3efjBPX{ra`)k6MfOkKiL9*1 z-j|!ZTano#J+yg|uBxm`1|Y#{AP@)yf}-PwpkrV_fLv?U zYjK+DXI}YqfFll*9x1y$3gfV#8-p*4jK)lK*dFy2ir5U{;z<&?}Bg5r&)bP 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