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 1–25 of 225 papers

TitleStatusHype
Post-Training Quantization for Video Matting—0
MP-Mat: A 3D-and-Instance-Aware Human Matting and Editing Framework with Multiplane RepresentationCode0
MaSS13K: A Matting-level Semantic Segmentation BenchmarkCode2
VRMDiff: Text-Guided Video Referring Matting Generation of DiffusionCode1
Path-Adaptive Matting for Efficient Inference Under Various Computational Cost Constraints—0
Object-Aware Video Matting with Cross-Frame Guidance—0
Enhancing Image Matting in Real-World Scenes with Mask-Guided Iterative Refinement—0
Efficient Portrait Matte Creation With Layer Diffusion and Connectivity Priors—0
MatAnyone: Stable Video Matting with Consistent Memory Propagation—0
BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationCode0
Polarized Color Screen Matting—0
ILDiff: Generate Transparent Animated Stickers by Implicit Layout Distillation—0
ReFlow6D: Refraction-Guided Transparent Object 6D Pose Estimation via Intermediate Representation LearningCode0
Memory Efficient Matting with Adaptive Token RoutingCode2
Morpho-Aware Global Attention for Image Matting—0
ZIM: Zero-Shot Image Matting for AnythingCode3
Automating Video Thumbnails Selection and Generation with Multimodal and Multistage Analysis—0
DFIMat: Decoupled Flexible Interactive Matting in Multi-Person ScenariosCode0
Towards Natural Image Matting in the Wild via Real-Scenario PriorCode2
Alfie: Democratising RGBA Image Generation With No $Code2
Training Matting Models without Alpha LabelsCode1
Matting by Generation—0
FADE: A Task-Agnostic Upsampling Operator for Encoder-Decoder ArchitecturesCode1
Boosting General Trimap-free Matting in the Real-World Image—0
MaGGIe: Masked Guided Gradual Human Instance MattingCode2
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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