HiFD Leaderboard — static snapshot

HiFD Leaderboard (static snapshot)

This page is a static rendering of data/leaderboard.json. The interactive version is on the main page.

Generated: 2026-09-30T15:55:08Z · commit camera-ready

Profile: Balanced

#	Method	Paradigm	P̄	Q	U₁	U₂	U₃	HiFD	✓
1	TIP-IM	adversarial	0.496	0.446	0.806	0.878	0.624	0.607	✓
2	TI-DIM	adversarial	0.500	0.342	0.757	0.821	0.424	0.509	✓
3	Chameleon	adversarial	0.239	0.474	0.850	0.889	0.799	0.507	✓
4	G2Face	gan	0.210	0.443	0.809	0.848	0.326	0.400	✓
5	DiffAM	diffusion	0.159	0.471	0.793	0.811	0.557	0.394	✓
6	CIAGAN	gan	0.450	0.276	0.468	0.660	0.247	0.369	✓
7	MI-FGSM	adversarial	0.134	0.360	0.928	0.868	0.474	0.343	✓
8	WeakenDiff	diffusion	0.222	0.371	0.834	0.791	0.185	0.332	✓
9	PGD	adversarial	0.113	0.362	0.938	0.878	0.566	0.322	✓
10	AMT-GAN	gan	0.156	0.481	0.861	0.745	0.148	0.282	✓
11	DeID-rPPG	gan	0.013	0.407	0.932	0.889	0.907	0.061	✓
12	Adv-Makeup	gan	0.012	0.524	0.960	0.941	0.931	0.056	✓

Profile: PrivacyFirst

#	Method	Paradigm	P̄	Q	U₁	U₂	U₃	HiFD	✓
1	TIP-IM	adversarial	0.496	0.446	0.806	0.878	0.624	0.560	✓
2	TI-DIM	adversarial	0.500	0.342	0.757	0.821	0.424	0.505	✓
3	CIAGAN	gan	0.450	0.276	0.468	0.660	0.247	0.396	✓
4	Chameleon	adversarial	0.239	0.474	0.850	0.889	0.799	0.357	✓
5	G2Face	gan	0.210	0.443	0.809	0.848	0.326	0.298	✓
6	WeakenDiff	diffusion	0.222	0.371	0.834	0.791	0.185	0.280	✓
7	DiffAM	diffusion	0.159	0.471	0.793	0.811	0.557	0.254	✓
8	AMT-GAN	gan	0.156	0.481	0.861	0.745	0.148	0.217	✓
9	MI-FGSM	adversarial	0.134	0.360	0.928	0.868	0.474	0.217	✓
10	PGD	adversarial	0.113	0.362	0.938	0.878	0.566	0.190	✓
11	DeID-rPPG	gan	0.013	0.407	0.932	0.889	0.907	0.026	✓
12	Adv-Makeup	gan	0.012	0.524	0.960	0.941	0.931	0.024	✓

Profile: Clinical

#	Method	Paradigm	P̄	Q	U₁	U₂	U₃	HiFD	✓
1	TIP-IM	adversarial	0.496	0.446	0.806	0.878	0.624	0.611	✓
2	Chameleon	adversarial	0.239	0.474	0.850	0.889	0.799	0.558	✓
3	TI-DIM	adversarial	0.500	0.342	0.757	0.821	0.424	0.485	✓
4	DiffAM	diffusion	0.159	0.471	0.793	0.811	0.557	0.425	✓
5	G2Face	gan	0.210	0.443	0.809	0.848	0.326	0.378	✓
6	MI-FGSM	adversarial	0.134	0.360	0.928	0.868	0.474	0.369	✓
7	PGD	adversarial	0.113	0.362	0.938	0.878	0.566	0.360	✓
8	CIAGAN	gan	0.450	0.276	0.468	0.660	0.247	0.328	✓
9	WeakenDiff	diffusion	0.222	0.371	0.834	0.791	0.185	0.277	✓
10	AMT-GAN	gan	0.156	0.481	0.861	0.745	0.148	0.230	✓
11	DeID-rPPG	gan	0.013	0.407	0.932	0.889	0.907	0.079	✓
12	Adv-Makeup	gan	0.012	0.524	0.960	0.941	0.931	0.073	✓