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Talking Head Generation research benchmarks – Page 3 · SOTA2 Research

Talking Head Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UniAvatar-Bench

1.62LSE-C

4

Feb 26, 2026

RSATalker (test)

0.02L1 Loss

4

Feb 26, 2026

VoxCeleb and LRW (test)

3.98Lip Sync Quality

4

Feb 26, 2026

Efficiency Evaluation

25Throughput (FPS)

3

Mar 13, 2026

Talking-head rendering CPU-only

26.67Latency (ms)

2

Feb 26, 2026

64.63Emotional Expression Score

2

Feb 26, 2026

User Study CMOS

0CMOS Style Control Score

1

Feb 26, 2026

30s Video inference efficiency

—

—Primary metric

0

Feb 26, 2026

Subjective Evaluation Talking Head Videos (test)

—

—Primary metric

0

Feb 26, 2026

Page 3 of 3

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