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 |
---|
![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_albedo_IIR.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_albedo_MID.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_albedo_0.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_albedo_1.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_albedo_2.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_albedo_3.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_albedo_4.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.albedo.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_normal_IIR.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_normal_JM.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_normal_0.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_normal_1.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_normal_2.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_normal_3.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_normal_4.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.normal.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_irra_0.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_irra_1.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_irra_2.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_irra_3.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_irra_4.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.irradiance.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_roughness_IIR.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_roughness_0.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_roughness_1.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_roughness_2.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_roughness_3.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_roughness_4.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_metallic_IIR.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_metallic_0.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_metallic_1.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_metallic_2.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_metallic_3.png) | ![](./results/rgb2x/HS/HSai_001_006_frame.0001.photo_metallic_4.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_albedo_IIR.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_albedo_MID.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_albedo_0.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_albedo_1.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_albedo_2.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_albedo_3.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_albedo_4.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.albedo.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_normal_IIR.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_normal_JM.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_normal_0.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_normal_1.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_normal_2.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_normal_3.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_normal_4.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.normal.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_irra_0.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_irra_1.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_irra_2.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_irra_3.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_irra_4.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.irradiance.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_roughness_IIR.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_roughness_0.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_roughness_1.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_roughness_2.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_roughness_3.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_roughness_4.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_metallic_IIR.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_metallic_0.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_metallic_1.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_metallic_2.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_metallic_3.png) | ![](./results/rgb2x/HS/HSai_001_010_frame.0001.photo_metallic_4.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_albedo_IIR.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_albedo_MID.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_albedo_0.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_albedo_1.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_albedo_2.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_albedo_3.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_albedo_4.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.albedo.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_normal_IIR.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_normal_JM.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_normal_0.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_normal_1.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_normal_2.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_normal_3.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_normal_4.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.normal.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_irra_0.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_irra_1.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_irra_2.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_irra_3.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_irra_4.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.irradiance.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_roughness_IIR.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_roughness_0.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_roughness_1.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_roughness_2.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_roughness_3.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_roughness_4.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_metallic_IIR.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_metallic_0.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_metallic_1.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_metallic_2.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_metallic_3.png) | ![](./results/rgb2x/HS/HSai_002_005_frame.0001.photo_metallic_4.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_albedo_IIR.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_albedo_MID.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_albedo_0.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_albedo_1.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_albedo_2.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_albedo_3.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_albedo_4.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.albedo.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_normal_IIR.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_normal_JM.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_normal_0.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_normal_1.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_normal_2.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_normal_3.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_normal_4.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.normal.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_irra_0.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_irra_1.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_irra_2.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_irra_3.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_irra_4.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.irradiance.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_roughness_IIR.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_roughness_0.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_roughness_1.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_roughness_2.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_roughness_3.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_roughness_4.png) |
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 |
---|
![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_metallic_IIR.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_metallic_0.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_metallic_1.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_metallic_2.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_metallic_3.png) | ![](./results/rgb2x/HS/HSai_019_001_frame.0001.photo_metallic_4.png) |