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Talking Head Generation research benchmarks – Page 2 · SOTA2 Research

Talking Head Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

8.111Sync-C

7

Mar 9, 2026

RealWorld-LipSync

12.976FID

7

Mar 5, 2026

VOCASET and HDTF Cross-Reenactment

6.982Sync

7

Feb 26, 2026

VOCASET and HDTF Self-Reenactment

GaussianHeadTalk

29.123PSNR

7

Feb 26, 2026

4.16Avg-R

6

Mar 24, 2026

Internal talking-head dataset Out-domain (test)

4.74Lip Sync Score

6

Mar 4, 2026

Internal talking-head dataset In-domain (test)

4.42Lip-sync Score

6

Mar 4, 2026

1.762LSE-C

6

Feb 26, 2026

LPIPS-AttnWav2Lip

7.513LSE-C

6

Feb 26, 2026

LPIPS-AttnWav2Lip

7.287LSE-C

6

Feb 26, 2026

HDTF and TalkingHead-1KH cross-identity setting (test)

0.726CSIM

6

Feb 26, 2026

HDTF and TalkingHead-1KH same-identity setting

23.87PSNR

6

Feb 26, 2026

93.3User Preference (Dimitra++)

6

Feb 26, 2026

MEAD User Study

4.33Visual Quality Score

5

Jun 16, 2026

Cross-scene benchmark

4.98Identity Score

5

Jun 15, 2026

EMTD long-horizon streaming

9.593Sync-C

5

May 26, 2026

1.62LSE-C

5

Feb 26, 2026

Self-reconstruction setting

30.398PSNR

5

Feb 26, 2026

4.58Lip Sync Score

5

Feb 26, 2026

Proposed Wild Dataset

6.154Sync-C

5

Feb 26, 2026

Obama dataset (test)

0.837CSIM

5

Feb 26, 2026

7.68MSE

5

Feb 26, 2026

0.952Identity Consistency

4

Jun 12, 2026

8.61Sync-C

4

Mar 13, 2026

16.43FID

4

Mar 9, 2026

Page 2 of 3

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