| Input image | Albedo (Zhu et al. 2022b) | Albedo (Careaga and Aksoy 2023) | Albedo (Ours RGB→X) seed 0 | Albedo (Ours RGB→X) seed 1 | Albedo (Ours RGB→X) seed 2 | Albedo (Ours RGB→X) seed 3 | Albedo (Ours RGB→X) seed 4 | GT albedo |
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| Input image | Normal (Zhu et al. 2022b) | Normal (PVT-normal) | Normal (Ours RGB→X) seed 0 | Normal (Ours RGB→X) seed 1 | Normal (Ours RGB→X) seed 2 | Normal (Ours RGB→X) seed 3 | Normal (Ours RGB→X) seed 4 | GT normal |
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| Input image | Irradiance (Ours RGB→X) seed 0 | Irradiance (Ours RGB→X) seed 1 | Irradiance (Ours RGB→X) seed 2 | Irradiance (Ours RGB→X) seed 3 | Irradiance (Ours RGB→X) seed 4 | GT irradiance |
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| Input image | Roughness (Zhu et al. 2022b) | Roughness (Ours RGB→X) seed 0 | Roughness (Ours RGB→X) seed 1 | Roughness (Ours RGB→X) seed 2 | Roughness (Ours RGB→X) seed 3 | Roughness (Ours RGB→X) seed 4 |
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| Input image | Metallic (Zhu et al. 2022b) | Metallic (Ours RGB→X) seed 0 | Metallic (Ours RGB→X) seed 1 | Metallic (Ours RGB→X) seed 2 | Metallic (Ours RGB→X) seed 3 | Metallic (Ours RGB→X) seed 4 |
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| Input image | Albedo (Zhu et al. 2022b) | Albedo (Careaga and Aksoy 2023) | Albedo (Ours RGB→X) seed 0 | Albedo (Ours RGB→X) seed 1 | Albedo (Ours RGB→X) seed 2 | Albedo (Ours RGB→X) seed 3 | Albedo (Ours RGB→X) seed 4 | GT albedo |
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| Input image | Normal (Zhu et al. 2022b) | Normal (PVT-normal) | Normal (Ours RGB→X) seed 0 | Normal (Ours RGB→X) seed 1 | Normal (Ours RGB→X) seed 2 | Normal (Ours RGB→X) seed 3 | Normal (Ours RGB→X) seed 4 | GT normal |
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| Input image | Irradiance (Ours RGB→X) seed 0 | Irradiance (Ours RGB→X) seed 1 | Irradiance (Ours RGB→X) seed 2 | Irradiance (Ours RGB→X) seed 3 | Irradiance (Ours RGB→X) seed 4 | GT irradiance |
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| Input image | Roughness (Zhu et al. 2022b) | Roughness (Ours RGB→X) seed 0 | Roughness (Ours RGB→X) seed 1 | Roughness (Ours RGB→X) seed 2 | Roughness (Ours RGB→X) seed 3 | Roughness (Ours RGB→X) seed 4 |
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| Input image | Metallic (Zhu et al. 2022b) | Metallic (Ours RGB→X) seed 0 | Metallic (Ours RGB→X) seed 1 | Metallic (Ours RGB→X) seed 2 | Metallic (Ours RGB→X) seed 3 | Metallic (Ours RGB→X) seed 4 |
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| Input image | Albedo (Zhu et al. 2022b) | Albedo (Careaga and Aksoy 2023) | Albedo (Ours RGB→X) seed 0 | Albedo (Ours RGB→X) seed 1 | Albedo (Ours RGB→X) seed 2 | Albedo (Ours RGB→X) seed 3 | Albedo (Ours RGB→X) seed 4 | GT albedo |
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| Input image | Normal (Zhu et al. 2022b) | Normal (PVT-normal) | Normal (Ours RGB→X) seed 0 | Normal (Ours RGB→X) seed 1 | Normal (Ours RGB→X) seed 2 | Normal (Ours RGB→X) seed 3 | Normal (Ours RGB→X) seed 4 | GT normal |
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| Input image | Irradiance (Ours RGB→X) seed 0 | Irradiance (Ours RGB→X) seed 1 | Irradiance (Ours RGB→X) seed 2 | Irradiance (Ours RGB→X) seed 3 | Irradiance (Ours RGB→X) seed 4 | GT irradiance |
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| Input image | Roughness (Zhu et al. 2022b) | Roughness (Ours RGB→X) seed 0 | Roughness (Ours RGB→X) seed 1 | Roughness (Ours RGB→X) seed 2 | Roughness (Ours RGB→X) seed 3 | Roughness (Ours RGB→X) seed 4 |
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| Input image | Metallic (Zhu et al. 2022b) | Metallic (Ours RGB→X) seed 0 | Metallic (Ours RGB→X) seed 1 | Metallic (Ours RGB→X) seed 2 | Metallic (Ours RGB→X) seed 3 | Metallic (Ours RGB→X) seed 4 |
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| Input image | Albedo (Zhu et al. 2022b) | Albedo (Careaga and Aksoy 2023) | Albedo (Ours RGB→X) seed 0 | Albedo (Ours RGB→X) seed 1 | Albedo (Ours RGB→X) seed 2 | Albedo (Ours RGB→X) seed 3 | Albedo (Ours RGB→X) seed 4 | GT albedo |
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| Input image | Normal (Zhu et al. 2022b) | Normal (PVT-normal) | Normal (Ours RGB→X) seed 0 | Normal (Ours RGB→X) seed 1 | Normal (Ours RGB→X) seed 2 | Normal (Ours RGB→X) seed 3 | Normal (Ours RGB→X) seed 4 | GT normal |
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| Input image | Irradiance (Ours RGB→X) seed 0 | Irradiance (Ours RGB→X) seed 1 | Irradiance (Ours RGB→X) seed 2 | Irradiance (Ours RGB→X) seed 3 | Irradiance (Ours RGB→X) seed 4 | GT irradiance |
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| Input image | Roughness (Zhu et al. 2022b) | Roughness (Ours RGB→X) seed 0 | Roughness (Ours RGB→X) seed 1 | Roughness (Ours RGB→X) seed 2 | Roughness (Ours RGB→X) seed 3 | Roughness (Ours RGB→X) seed 4 |
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| Input image | Metallic (Zhu et al. 2022b) | Metallic (Ours RGB→X) seed 0 | Metallic (Ours RGB→X) seed 1 | Metallic (Ours RGB→X) seed 2 | Metallic (Ours RGB→X) seed 3 | Metallic (Ours RGB→X) seed 4 |
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