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Browse files- ComfyUI/models/transparent-background/InSPyReNet_Clothing_latest4.pth +3 -0
- ComfyUI/models/transparent-background/InSPyReNet_SwinB_DIS5K.pth +3 -0
- ComfyUI/models/transparent-background/InSPyReNet_SwinB_HU.pth +3 -0
- ComfyUI/models/transparent-background/InSPyReNet_SwinB_Plus_Ultra.pth +3 -0
- ComfyUI/models/transparent-background/ckpt_base.pth +3 -0
- ComfyUI/models/transparent-background/ckpt_base_nightly.pth +3 -0
- ComfyUI/models/transparent-background/ckpt_fast.pth +3 -0
- ComfyUI/models/vitmatte/README.md +42 -0
- ComfyUI/models/vitmatte/config.json +53 -0
- ComfyUI/models/vitmatte/model.safetensors +3 -0
- ComfyUI/models/vitmatte/preprocessor_config.json +18 -0
- ComfyUI/models/vitmatte/pytorch_model.bin +3 -0
ComfyUI/models/transparent-background/InSPyReNet_Clothing_latest4.pth
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ComfyUI/models/transparent-background/InSPyReNet_SwinB_DIS5K.pth
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ComfyUI/models/transparent-background/InSPyReNet_SwinB_HU.pth
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ComfyUI/models/transparent-background/InSPyReNet_SwinB_Plus_Ultra.pth
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ComfyUI/models/transparent-background/ckpt_base.pth
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ComfyUI/models/transparent-background/ckpt_base_nightly.pth
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ComfyUI/models/transparent-background/ckpt_fast.pth
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ComfyUI/models/vitmatte/README.md
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---
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license: apache-2.0
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tags:
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- vision
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---
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# ViTMatte model
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ViTMatte model trained on Composition-1k. It was introduced in the paper [ViTMatte: Boosting Image Matting with Pretrained Plain Vision Transformers](https://arxiv.org/abs/2305.15272) by Yao et al. and first released in [this repository](https://github.com/hustvl/ViTMatte).
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Disclaimer: The team releasing ViTMatte did not write a model card for this model so this model card has been written by the Hugging Face team.
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## Model description
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ViTMatte is a simple approach to image matting, the task of accurately estimating the foreground object in an image. The model consists of a Vision Transformer (ViT) with a lightweight head on top.
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<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/model_doc/vitmatte_architecture.png"
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alt="drawing" width="600"/>
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<small> ViTMatte high-level overview. Taken from the <a href="https://arxiv.org/abs/2305.15272">original paper.</a> </small>
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## Intended uses & limitations
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You can use the raw model for image matting. See the [model hub](https://huggingface.co/models?search=vitmatte) to look for other
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fine-tuned versions that may interest you.
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### How to use
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We refer to the [docs](https://huggingface.co/docs/transformers/main/en/model_doc/vitmatte#transformers.VitMatteForImageMatting.forward.example).
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### BibTeX entry and citation info
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```bibtex
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@misc{yao2023vitmatte,
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title={ViTMatte: Boosting Image Matting with Pretrained Plain Vision Transformers},
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author={Jingfeng Yao and Xinggang Wang and Shusheng Yang and Baoyuan Wang},
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year={2023},
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eprint={2305.15272},
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archivePrefix={arXiv},
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primaryClass={cs.CV}
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}
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```
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ComfyUI/models/vitmatte/config.json
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{
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"_commit_hash": null,
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"architectures": [
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"VitMatteForImageMatting"
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],
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"backbone_config": {
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"hidden_size": 384,
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"image_size": 512,
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"model_type": "vitdet",
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"num_attention_heads": 6,
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"num_channels": 4,
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"out_features": [
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"stage12"
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],
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"out_indices": [
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12
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],
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"residual_block_indices": [
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],
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"use_relative_position_embeddings": true,
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"window_block_indices": [
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],
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"window_size": 14
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},
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"convstream_hidden_sizes": [
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48,
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96,
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192
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],
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"fusion_hidden_sizes": [
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256,
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128,
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64,
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],
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"hidden_size": 384,
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"initializer_range": 0.02,
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"model_type": "vitmatte",
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"torch_dtype": "float32",
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"transformers_version": null
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}
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ComfyUI/models/vitmatte/model.safetensors
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version https://git-lfs.github.com/spec/v1
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ComfyUI/models/vitmatte/preprocessor_config.json
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{
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"do_normalize": true,
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"do_pad": true,
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"do_rescale": true,
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"image_mean": [
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"image_processor_type": "VitMatteImageProcessor",
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"image_std": [
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],
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"rescale_factor": 0.00392156862745098,
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"size_divisibility": 32
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}
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ComfyUI/models/vitmatte/pytorch_model.bin
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