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Image Matting On Composition 1K 1

Metrics

Conn

Grad

MSE

SAD

Results

Performance results of various models on this benchmark

Model Name	Conn	Grad	MSE	SAD	Paper Title	Repository
PP-Matting	45.4	22.69	5.0	46.22	PP-Matting: High-Accuracy Natural Image Matting	-
ViTMatte	14.78	6.74	3.0	20.33	ViTMatte: Boosting Image Matting with Pretrained Plain Vision Transformers
Context-Aware Matting	33.2	17.3	8.2	35.8	Context-Aware Image Matting for Simultaneous Foreground and Alpha Estimation
DIM	50.8	31.0	14.0	-	Deep Image Matting
TMFNet	17.6	6.7	3.6	22.1	Trimap-guided Feature Mining and Fusion Network for Natural Image Matting
IndexNet-Matting	43.7	25.9	13.0	45.8	Indices Matter: Learning to Index for Deep Image Matting
FBAMatting	21.5	10.6	5.3	26.4	$F$, $B$, Alpha Matting
LSAMatting	21.5	9.25	5.4	25.9	Improving Deep Image Matting via Local Smoothness Assumption
AEMatter	12.46	4.76	2.26	17.53	Revisiting Context Aggregation for Image Matting
SIM	24.8	10.8	5.8	28.0	Semantic Image Matting
MatteFormer	18.9	8.7	4.0	23.8	MatteFormer: Transformer-Based Image Matting via Prior-Tokens
DiffMatte	11.42	5.13	2.26	17.15	Diffusion for Natural Image Matting
LFPNet	18.5	8.4	4.1	23.6	Long-Range Feature Propagating for Natural Image Matting

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