SOTAVerified

Motion Segmentation

Motion Segmentation is an essential task in many applications in Computer Vision and Robotics, such as surveillance, action recognition and scene understanding. The classic way to state the problem is the following: given a set of feature points that are tracked through a sequence of images, the goal is to cluster those trajectories according to the different motions they belong to. It is assumed that the scene contains multiple objects that are moving rigidly and independently in 3D-space.

Source: Robust Motion Segmentation from Pairwise Matches

Papers

Showing 5160 of 212 papers

TitleStatusHype
Fast Piecewise-Affine Motion Estimation Without Segmentation0
EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation0
DymSLAM:4D Dynamic Scene Reconstruction Based on Geometrical Motion Segmentation0
Event-based Egocentric Human Pose Estimation in Dynamic Environment0
Divided Attention: Unsupervised Multi-Object Discovery with Contextually Separated Slots0
Coarse-To-Fine Segmentation With Shape-Tailored Continuum Scale Spaces0
Distributed Low-rank Subspace Segmentation0
EVIMO2: An Event Camera Dataset for Motion Segmentation, Optical Flow, Structure from Motion, and Visual Inertial Odometry in Indoor Scenes with Monocular or Stereo Algorithms0
EV-IMO: Motion Segmentation Dataset and Learning Pipeline for Event Cameras0
Coarse-to-Fine Segmentation With Shape-Tailored Scale Spaces0
Show:102550
← PrevPage 6 of 22Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Rule BasedAccuracy90Unverified
2Rel-Att-GCNAccuracy89Unverified
3MRGCNAccuracy86Unverified
4MRGCN-LSTMAccuracy72Unverified
5St-RNNAccuracy63Unverified
#ModelMetricClaimedVerifiedStatus
1SSCClassification Error2.18Unverified
2T-LinkageClassification Error1.97Unverified
3RSIMClassification Error1.01Unverified
4MVCClassification Error0.31Unverified
#ModelMetricClaimedVerifiedStatus
1MultiViewClusteringError7.92Unverified
#ModelMetricClaimedVerifiedStatus
1MVCClassification Error0.65Unverified