SOTAVerified

Semi-Supervised Video Object Segmentation

The semi-supervised scenario assumes the user inputs a full mask of the object(s) of interest in the first frame of a video sequence. Methods have to produce the segmentation mask for that object(s) in the subsequent frames.

Papers

Showing 101147 of 147 papers

TitleStatusHype
Siam R-CNN: Visual Tracking by Re-DetectionCode0
Fast Video Object Segmentation via Dynamic Targeting Network0
AGSS-VOS: Attention Guided Single-Shot Video Object SegmentationCode0
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule RoutingCode0
Towards Good Practices for Video Object Segmentation0
DMM-Net: Differentiable Mask-Matching Network for Video Object SegmentationCode0
Adaptive ROI Generation for Video Object Segmentation Using Reinforcement LearningCode0
Joint-task Self-supervised Learning for Temporal CorrespondenceCode0
RANet: Ranking Attention Network for Fast Video Object SegmentationCode0
An Efficient 3D CNN for Action/Object Segmentation in Video0
A 3D Convolutional Approach to Spectral Object Segmentation in Space and TimeCode0
Proposal, Tracking and Segmentation (PTS): A Cascaded Network for Video Object SegmentationCode0
Self-supervised Learning for Video Correspondence FlowCode0
MHP-VOS: Multiple Hypotheses Propagation for Video Object SegmentationCode0
Spatiotemporal CNN for Video Object SegmentationCode0
Video Object Segmentation using Space-Time Memory NetworksCode1
BubbleNets: Learning to Select the Guidance Frame in Video Object Segmentation by Deep Sorting FramesCode0
Fast video object segmentation with Spatio-Temporal GANs0
Learning Correspondence from the Cycle-Consistency of TimeCode0
RVOS: End-to-End Recurrent Network for Video Object SegmentationCode0
FEELVOS: Fast End-to-End Embedding Learning for Video Object SegmentationCode0
Fast Online Object Tracking and Segmentation: A Unifying ApproachCode2
A Generative Appearance Model for End-to-end Video Object SegmentationCode0
VideoMatch: Matching based Video Object Segmentation0
YouTube-VOS: Sequence-to-Sequence Video Object SegmentationCode1
PReMVOS: Proposal-generation, Refinement and Merging for Video Object SegmentationCode0
ReConvNet: Video Object Segmentation with Spatio-Temporal Features Modulation0
Fast and Accurate Online Video Object Segmentation via Tracking PartsCode0
Fast Video Object Segmentation by Reference-Guided Mask PropagationCode0
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning0
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF0
Video Object Segmentation with Language Referring Expressions0
Efficient Video Object Segmentation via Network ModulationCode0
SegFlow: Joint Learning for Video Object Segmentation and Optical FlowCode0
Video Object Segmentation Without Temporal Information0
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks0
Video Object Segmentation using Tracked Object Proposals0
Online Video Object Segmentation via Convolutional Trident Network0
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation0
Semantically-Guided Video Object Segmentation0
Lucid Data Dreaming for Video Object SegmentationCode0
Video Propagation Networks0
Learning Video Object Segmentation from Static ImagesCode0
One-Shot Video Object SegmentationCode1
Bilateral Space Video Segmentation0
Video Segmentation via Object Flow0
Fully Connected Object Proposals for Video Segmentation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2J&F90.7Unverified
2Cutie+ (base)J&F90.5Unverified
3ISVOS (BL30K, MS)J&F89.8Unverified
4XMem (BL30K, MS)J&F89.5Unverified
5ISVOS (MS)J&F88.6Unverified
6ISVOS (BL30K)J&F88.2Unverified
7XMem (MS)J&F88.2Unverified
8Cutie+ (base, MEGA)J&F88.1Unverified
9JIMDJ&F88.1Unverified
10Cutie (base)J&F87.9Unverified
#ModelMetricClaimedVerifiedStatus
1SwinB-AOST (L'=3, MS)J&F93Unverified
2SwinB-AOTv2-L (MS)J&F93Unverified
3SwinB-DeAOT-LJ&F92.9Unverified
4XMem (MS)J&F92.7Unverified
5SwinB-AOTv2-LJ&F92.4Unverified
6SwinB-AOST (L'=3)J&F92.4Unverified
7R50-DeAOT-LJ&F92.3Unverified
8R50-AOST (L'=3)J&F92.1Unverified
9QDMNJ&F92Unverified
10DeAOT-LJ&F92Unverified
#ModelMetricClaimedVerifiedStatus
1Cutie+ (base, MEGA)J&F88.1Unverified
2Cutie (base, MEGA)J&F86.1Unverified
3Cutie+ (base)J&F85.9Unverified
4SwinB-AOST (L'=3, MS)J&F84.7Unverified
5SwinB-AOTv2-LJ&F84.5Unverified
6JIMD-R50J&F83.9Unverified
7XMem (BL30K, MS)J&F83.7Unverified
8DEVAJ&F83.2Unverified
9XMem (MS)J&F83.1Unverified
10SwinB-DeAOT-LJ&F82.8Unverified