3 papers
cs.LG2023
Enhancing Clustering Representations with Positive Proximity and Cluster Dispersion Learning
Abhishek Kumar, Dong-Gyu Lee
Contemporary deep clustering approaches often rely on either contrastive or non-contrastive techniques to acquire effective representations for clustering tasks. Contrastive method…
cs.CV2023
Robust Unsupervised Domain Adaptation by Retaining Confident Entropy via Edge Concatenation
Hye-Seong Hong, Abhishek Kumar, Dong-Gyu Lee
The generalization capability of unsupervised domain adaptation can mitigate the need for extensive pixel-level annotations to train semantic segmentation networks by training mode…
cs.CV2023
RemoteNet: Remote Sensing Image Segmentation Network based on Global-Local Information
Satyawant Kumar, Abhishek Kumar, Dong-Gyu Lee
Remotely captured images possess an immense scale and object appearance variability due to the complex scene. It becomes challenging to capture the underlying attributes in the glo…