Abstract: Highlights•Integrating tensor ring completion and M-estimator-based techniques into IMVC.•Developing efficient Half-Quadratic (HQ) based iterative algorithms.•Offering GMC penalty regularization to ensure low-rank properties.•Outperforming state-of-the-art IMVC approaches across multiple metrics.
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