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FixTalk: Taming Identity Leakage for High-Quality Talking Head Generation in Extreme Cases
DescriptionFixTalk is a novel framework for improving talking head generation by addressing identity leakage (IL) and rendering artifacts (RA). It identifies that IL arises from identity information within motion features and proposes an Enhanced Motion Indicator (EMI) to separate identity from motion. To fix RA, an Enhanced Detail Indicator (EDI) uses the leaked identity information to restore missing details. Experiments show that FixTalk outperforms existing methods, effectively reducing both IL and RA, and producing higher-quality talking head outputs.