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 2650 of 225 papers

TitleStatusHype
Human Instance Matting via Mutual Guidance and Multi-Instance RefinementCode1
Medical Matting: A New Perspective on Medical Segmentation with UncertaintyCode1
OmnimatteRF: Robust Omnimatte with 3D Background ModelingCode1
Adaptive Human Matting for Dynamic VideosCode1
Improving Deep Image Matting via Local Smoothness AssumptionCode1
F, B, Alpha MattingCode1
FMODetect: Robust Detection of Fast Moving ObjectsCode1
Mask Guided Matting via Progressive Refinement NetworkCode1
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
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
Learning Affinity-Aware Upsampling for Deep Image MattingCode1
dugMatting: Decomposed-Uncertainty-Guided MattingCode1
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
Flow-based Video Segmentation for Human Head and ShouldersCode1
Deep Image MattingCode1
Long-Range Feature Propagating for Natural Image MattingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DIMMSE14Unverified
2IndexNet-MattingMSE13Unverified
3Context-Aware MattingMSE8.2Unverified
4SIMMSE5.8Unverified
5LSAMattingMSE5.4Unverified
6FBAMattingMSE5.3Unverified
7PP-MattingMSE5Unverified
8LFPNetMSE4.1Unverified
9MatteFormerMSE4Unverified
10TMFNetMSE3.6Unverified
#ModelMetricClaimedVerifiedStatus
1SHMCSAD61.5Unverified
2LFSAD36.12Unverified
3HATTSAD28.01Unverified
4SHMSAD17.81Unverified
5GFM(r)SAD10.89Unverified
6GFM(d)SAD10.26Unverified
7GFM(r2b)SAD10.24Unverified
8GFM(r')SAD9.66Unverified
9StyleMatteSAD9.6Unverified
#ModelMetricClaimedVerifiedStatus
1LFSAD42.95Unverified
2HATTSAD25.99Unverified
3SHMSAD21.56Unverified
4GFMSAD13.2Unverified
5P3M-Net (r)SAD8.73Unverified
6StyleMatteSAD6.97Unverified
7P3M-Net (v)SAD6.24Unverified
#ModelMetricClaimedVerifiedStatus
1LFSAD191.74Unverified
2SHMSAD170.44Unverified
3U2NETSAD83.46Unverified
4GFMSAD52.66Unverified
5AIM-NetSAD43.92Unverified
6DiffMatteSAD16.31Unverified
#ModelMetricClaimedVerifiedStatus
1CAMMSE4.5Unverified
2BMMSE1.33Unverified
3IMMSE1.16Unverified
4Adobe LS-GANMSE0.97Unverified
#ModelMetricClaimedVerifiedStatus
1PP-MattingSAD40.69Unverified
2DCAMSAD31.27Unverified
3ViTMatteSAD17.05Unverified
4DiffMatteSAD15.5Unverified
#ModelMetricClaimedVerifiedStatus
1MODNet+MAD0.81Unverified
#ModelMetricClaimedVerifiedStatus
1MODNet+ (Our)MAD0.97Unverified