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 26–50 of 225 papers

TitleStatusHype
Natural Image Matting via Guided Contextual AttentionCode1
OmnimatteRF: Robust Omnimatte with 3D Background ModelingCode1
Medical Matting: A New Perspective on Medical Segmentation with UncertaintyCode1
Adaptive Human Matting for Dynamic VideosCode1
Human Instance Matting via Mutual Guidance and Multi-Instance RefinementCode1
Deep Image MattingCode1
Flow-based Video Segmentation for Human Head and ShouldersCode1
F, B, Alpha MattingCode1
FMODetect: Robust Detection of Fast Moving ObjectsCode1
One-Trimap Video MattingCode1
FADE: A Task-Agnostic Upsampling Operator for Encoder-Decoder ArchitecturesCode1
Exposure Correction Model to Enhance Image QualityCode1
FADE: Fusing the Assets of Decoder and Encoder for Task-Agnostic UpsamplingCode1
dugMatting: Decomposed-Uncertainty-Guided MattingCode1
Bridging Composite and Real: Towards End-to-end Deep Image MattingCode1
End-to-End Human Instance MattingCode1
CAP-VSTNet: Content Affinity Preserved Versatile Style TransferCode1
Attention-Guided Hierarchical Structure Aggregation for Image MattingCode1
End-to-End Video Matting With Trimap PropagationCode1
Attention-guided Temporally Coherent Video Object MattingCode1
Deep Automatic Natural Image MattingCode1
Learning Trimaps via Clicks for Image MattingCode1
Long-Range Feature Propagating for Natural Image MattingCode1
Camouflaged Object DetectionCode1
Boosting Semantic Human Matting with Coarse AnnotationsCode1
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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