SOTAVerified

Image Matting

Image Matting is the process of accurately estimating the foreground object in images and videos. It is a very important technique in image and video editing applications, particularly in film production for creating visual effects. In case of image segmentation, we segment the image into foreground and background by labeling the pixels. Image segmentation generates a binary image, in which a pixel either belongs to foreground or background. However, Image Matting is different from the image segmentation, wherein some pixels may belong to foreground as well as background, such pixels are called partial or mixed pixels. In order to fully separate the foreground from the background in an image, accurate estimation of the alpha values for partial or mixed pixels is necessary.

Source: Automatic Trimap Generation for Image Matting

Image Source: Real-Time High-Resolution Background Matting

Papers

Showing 201–225 of 225 papers

TitleStatusHype
Towards Label-Efficient Human Matting: A Simple Baseline for Weakly Semi-Supervised Trimap-Free Human MattingCode0
Fast Deep Matting for Portrait Animation on Mobile PhoneCode0
Towards Real-Time Automatic Portrait Matting on Mobile DevicesCode0
A Late Fusion CNN for Digital MattingCode0
Real-time deep hair matting on mobile devicesCode0
ReFlow6D: Refraction-Guided Transparent Object 6D Pose Estimation via Intermediate Representation LearningCode0
Dual-Context Aggregation for Universal Image MattingCode0
PLADE-Net: Towards Pixel-Level Accuracy for Self-Supervised Single-View Depth Estimation with Neural Positional Encoding and Distilled Matting LossCode0
Disentangled Pre-training for Image MattingCode0
Non-Causal Tracking by DeblattingCode0
MP-Mat: A 3D-and-Instance-Aware Human Matting and Editing Framework with Multiplane RepresentationCode0
MODNet-V: Improving Portrait Video Matting via Background RestorationCode0
Lightweight Alpha Matting Network Using Distillation-Based Channel PruningCode0
DFIMat: Decoupled Flexible Interactive Matting in Multi-Person ScenariosCode0
Learning Transparent Object MattingCode0
Context-Aware Image Matting for Simultaneous Foreground and Alpha EstimationCode0
Indices Matter: Learning to Index for Deep Image MattingCode0
Semantic Human MattingCode0
Index NetworkCode0
Information-Flow MattingCode0
Deep-Energy: Unsupervised Training of Deep Neural NetworksCode0
Attention Transfer Network for Nature Image MattingCode0
BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationCode0
Auto-Retoucher(ART) - A framework for Background Replacement and Image EditingCode0
AugStatic - A Light-Weight Image Augmentation LibraryCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DIMMSE14—Unverified
2IndexNet-MattingMSE13—Unverified
3Context-Aware MattingMSE8.2—Unverified
4SIMMSE5.8—Unverified
5LSAMattingMSE5.4—Unverified
6FBAMattingMSE5.3—Unverified
7PP-MattingMSE5—Unverified
8LFPNetMSE4.1—Unverified
9MatteFormerMSE4—Unverified
10TMFNetMSE3.6—Unverified
#ModelMetricClaimedVerifiedStatus
1SHMCSAD61.5—Unverified
2LFSAD36.12—Unverified
3HATTSAD28.01—Unverified
4SHMSAD17.81—Unverified
5GFM(r)SAD10.89—Unverified
6GFM(d)SAD10.26—Unverified
7GFM(r2b)SAD10.24—Unverified
8GFM(r')SAD9.66—Unverified
9StyleMatteSAD9.6—Unverified
#ModelMetricClaimedVerifiedStatus
1LFSAD42.95—Unverified
2HATTSAD25.99—Unverified
3SHMSAD21.56—Unverified
4GFMSAD13.2—Unverified
5P3M-Net (r)SAD8.73—Unverified
6StyleMatteSAD6.97—Unverified
7P3M-Net (v)SAD6.24—Unverified
#ModelMetricClaimedVerifiedStatus
1LFSAD191.74—Unverified
2SHMSAD170.44—Unverified
3U2NETSAD83.46—Unverified
4GFMSAD52.66—Unverified
5AIM-NetSAD43.92—Unverified
6DiffMatteSAD16.31—Unverified
#ModelMetricClaimedVerifiedStatus
1CAMMSE4.5—Unverified
2BMMSE1.33—Unverified
3IMMSE1.16—Unverified
4Adobe LS-GANMSE0.97—Unverified
#ModelMetricClaimedVerifiedStatus
1PP-MattingSAD40.69—Unverified
2DCAMSAD31.27—Unverified
3ViTMatteSAD17.05—Unverified
4DiffMatteSAD15.5—Unverified
#ModelMetricClaimedVerifiedStatus
1MODNet+MAD0.81—Unverified
#ModelMetricClaimedVerifiedStatus
1MODNet+ (Our)MAD0.97—Unverified