Face Clustering
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Benchmarks
EasyCom
Most implemented
Linkage Based Face Clustering via Graph Convolution Network
Sparse Subspace Clustering: Algorithm, Theory, and Applications
Learning Hierarchical Graph Neural Networks for Image Clustering
Learning to Cluster Faces via Confidence and Connectivity Estimation
Ada-NETS: Face Clustering via Adaptive Neighbour Discovery in the Structure Space
AN ONLINE ALGORITHM FOR CONSTRAINED FACE CLUSTERING IN VIDEOS
Papers
Enhancing Noise Resilience in Face Clustering via Sparse Differential Transformer
The method used to measure relationships between face embeddings plays a crucial role in determining the performance of face clustering. Existing methods employ the Jaccard similarity coefficient instead of the cosine di…
Face ClusteringFace Clustering via Early Stopping and Edge Recall
Large-scale face clustering has achieved significant progress, with many efforts dedicated to learning to cluster large-scale faces with supervised-learning. However, complex model design and tedious clustering processes…
ClusteringFace ClusteringVideoClusterNet: Self-Supervised and Adaptive Face Clustering For Videos
With the rise of digital media content production, the need for analyzing movies and TV series episodes to locate the main cast of characters precisely is gaining importance.Specifically, Video Face Clustering aims to gr…
ClusteringFace ClusteringFace IdentificationImproved Face Representation via Joint Label Classification and Supervised Contrastive Clustering
Face clustering tasks can learn hierarchical semantic information from large-scale data, which has the potential to help facilitate face recognition. However, there are few works on this problem. This paper explores it b…
ClusteringFace ClusteringFace RecognitionLearn to Cluster Faces with Better Subgraphs
Face clustering can provide pseudo-labels to the massive unlabeled face data and improve the performance of different face recognition models. The existing clustering methods generally aggregate the features within subgr…
ClusteringFace ClusteringFace RecognitionLocal Connectivity-Based Density Estimation for Face Clustering
Recent graph-based face clustering methods predict the connectivity of enormous edges, including false positive edges that link nodes with different classes. However, those false positive edges, which connect negativ…
ClusteringConnectivity EstimationDensity EstimationFace Clustering+1