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 101150 of 225 papers

TitleStatusHype
Boosting Robustness of Image Matting with Context Assembling and Strong Data Augmentation0
Generalizing Interactive Backpropagating Refinement for Dense Prediction Networks0
Improving Deep Image Matting via Local Smoothness AssumptionCode1
Trimap-guided Feature Mining and Fusion Network for Natural Image MattingCode1
Highly Efficient Natural Image Matting0
Deep Image Matting with Flexible Guidance InputCode1
Virtual Multi-Modality Self-Supervised Foreground Matting for Human-Object InteractionCode1
Multipath CNN with alpha matte inference for knee tissue segmentation from MRI0
Long-Range Feature Propagating for Natural Image MattingCode1
MODNet-V: Improving Portrait Video Matting via Background RestorationCode0
Temporally Coherent Person Matting Trained on Fake-Motion Dataset0
Automatic Portrait Video Matting via Context Motion Network0
SLIDE: Single Image 3D Photography with Soft Layering and Depth-aware Inpainting0
Robust High-Resolution Video Matting with Temporal GuidanceCode3
A Generative Adversarial Framework for Optimizing Image Matting and Harmonization Simultaneously0
Fristograms: Revealing and Exploiting Light Field Internals0
Deep Automatic Natural Image MattingCode1
SOLO: A Simple Framework for Instance Segmentation0
Prior-Induced Information Alignment for Image Matting0
Medical Matting: A New Perspective on Medical Segmentation with UncertaintyCode1
Alpha Matte Generation from Single Input for Portrait Matting0
Attention-guided Temporally Coherent Video Object MattingCode1
Cascade Image Matting with Deformable Graph Refinement0
Privacy-Preserving Portrait MattingCode1
Deep Video Matting via Spatio-Temporal Alignment and AggregationCode1
Flow-based Video Segmentation for Human Head and ShouldersCode1
Semantic Image MattingCode1
Smart Scribbles for Image Mating0
Semantic-guided Automatic Natural Image Matting with Trimap Generation Network and Light-weight Non-local Attention0
Foreground color prediction through inverse compositing0
Salient Image Matting0
PLADE-Net: Towards Pixel-Level Accuracy for Self-Supervised Single-View Depth Estimation with Neural Positional Encoding and Distilled Matting LossCode0
Towards Enhancing Fine-grained Details for Image Matting0
Multi-scale Information Assembly for Image Matting0
Video Matting via Consistency-Regularized Graph Neural Networks0
Tripartite Information Mining and Integration for Image MattingCode1
Improved Image Matting via Real-time User Clicks and Uncertainty Estimation0
FMODetect: Robust Detection of Fast Moving ObjectsCode1
Real-Time High-Resolution Background MattingCode3
Mask Guided Matting via Progressive Refinement NetworkCode1
Learning Affinity-Aware Upsampling for Deep Image MattingCode1
MODNet: Real-Time Trimap-Free Portrait Matting via Objective DecompositionCode2
Deep Image Compositing0
Bridging Composite and Real: Towards End-to-end Deep Image MattingCode1
Castle in the Sky: Dynamic Sky Replacement and Harmonization in VideosCode2
Attention Transfer Network for Nature Image MattingCode0
High-Resolution Deep Image Matting0
Guided Collaborative Training for Pixel-wise Semi-Supervised LearningCode0
Complex Network Construction for Interactive Image Segmentation using Particle Competition and Cooperation: A New Approach0
An Advert Creation System for 3D Product Placements0
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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