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 201212 of 212 papers

TitleStatusHype
Fast Piecewise-Affine Motion Estimation Without Segmentation0
Fast Rigid Motion Segmentation via Incrementally-Complex Local Models0
Fine-Grained Semantic Segmentation of Motion Capture Data using Dilated Temporal Fully-Convolutional Networks0
Greedy Subspace Clustering0
Hardware-Algorithm Re-engineering of Retinal Circuit for Intelligent Object Motion Segmentation0
Higher-Order Minimum Cost Lifted Multicuts for Motion Segmentation0
High-Rank Matrix Completion and Clustering under Self-Expressive Models0
Human Insights Driven Latent Space for Different Driving Perspectives: A Unified Encoder for Efficient Multi-Task Inference0
Image Segmentation Using Subspace Representation and Sparse Decomposition0
Improving Streaming Video Segmentation with Early and Mid-Level Visual Processing0
Incremental Real-Time Multibody VSLAM with Trajectory Optimization Using Stereo Camera0
Monocular Instance Motion Segmentation for Autonomous Driving: KITTI InstanceMotSeg Dataset and Multi-task Baseline0
Show:102550
← PrevPage 5 of 5Next →

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