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 |
---|
![](./results/rgb2x/mit_indoor/1_photo.png) | ![](./results/rgb2x/mit_indoor/1_photo_albedo_IIR.png) | ![](./results/rgb2x/mit_indoor/1_photo_albedo_MID.png) | ![](./results/rgb2x/mit_indoor/1_photo_albedo_0.png) | ![](./results/rgb2x/mit_indoor/1_photo_albedo_1.png) | ![](./results/rgb2x/mit_indoor/1_photo_albedo_2.png) | ![](./results/rgb2x/mit_indoor/1_photo_albedo_3.png) | ![](./results/rgb2x/mit_indoor/1_photo_albedo_4.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 |
---|
![](./results/rgb2x/mit_indoor/1_photo.png) | ![](./results/rgb2x/mit_indoor/1_photo_normal_IIR.png) | ![](./results/rgb2x/mit_indoor/1_photo_normal_JM.png) | ![](./results/rgb2x/mit_indoor/1_photo_normal_0.png) | ![](./results/rgb2x/mit_indoor/1_photo_normal_1.png) | ![](./results/rgb2x/mit_indoor/1_photo_normal_2.png) | ![](./results/rgb2x/mit_indoor/1_photo_normal_3.png) | ![](./results/rgb2x/mit_indoor/1_photo_normal_4.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 |
---|
![](./results/rgb2x/mit_indoor/1_photo.png) | ![](./results/rgb2x/mit_indoor/1_photo_irra_0.png) | ![](./results/rgb2x/mit_indoor/1_photo_irra_1.png) | ![](./results/rgb2x/mit_indoor/1_photo_irra_2.png) | ![](./results/rgb2x/mit_indoor/1_photo_irra_3.png) | ![](./results/rgb2x/mit_indoor/1_photo_irra_4.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/mit_indoor/1_photo.png) | ![](./results/rgb2x/mit_indoor/1_photo_roughness_IIR.png) | ![](./results/rgb2x/mit_indoor/1_photo_roughness_0.png) | ![](./results/rgb2x/mit_indoor/1_photo_roughness_1.png) | ![](./results/rgb2x/mit_indoor/1_photo_roughness_2.png) | ![](./results/rgb2x/mit_indoor/1_photo_roughness_3.png) | ![](./results/rgb2x/mit_indoor/1_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/mit_indoor/1_photo.png) | ![](./results/rgb2x/mit_indoor/1_photo_metallic_IIR.png) | ![](./results/rgb2x/mit_indoor/1_photo_metallic_0.png) | ![](./results/rgb2x/mit_indoor/1_photo_metallic_1.png) | ![](./results/rgb2x/mit_indoor/1_photo_metallic_2.png) | ![](./results/rgb2x/mit_indoor/1_photo_metallic_3.png) | ![](./results/rgb2x/mit_indoor/1_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 |
---|
![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_albedo_IIR.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_albedo_MID.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_albedo_0.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_albedo_1.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_albedo_2.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_albedo_3.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_albedo_4.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 |
---|
![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_normal_IIR.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_normal_JM.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_normal_0.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_normal_1.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_normal_2.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_normal_3.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_normal_4.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 |
---|
![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_irra_0.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_irra_1.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_irra_2.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_irra_3.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_irra_4.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/mit_indoor/2007_Sicily_Monreale_photo.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_roughness_IIR.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_roughness_0.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_roughness_1.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_roughness_2.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_roughness_3.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_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/mit_indoor/2007_Sicily_Monreale_photo.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_metallic_IIR.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_metallic_0.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_metallic_1.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_metallic_2.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_photo_metallic_3.png) | ![](./results/rgb2x/mit_indoor/2007_Sicily_Monreale_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 |
---|
![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_albedo_IIR.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_albedo_MID.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_albedo_0.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_albedo_1.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_albedo_2.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_albedo_3.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_albedo_4.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 |
---|
![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_normal_IIR.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_normal_JM.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_normal_0.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_normal_1.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_normal_2.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_normal_3.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_normal_4.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 |
---|
![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_irra_0.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_irra_1.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_irra_2.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_irra_3.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_irra_4.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/mit_indoor/946590115_035579bce7_b_photo.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_roughness_IIR.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_roughness_0.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_roughness_1.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_roughness_2.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_roughness_3.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_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/mit_indoor/946590115_035579bce7_b_photo.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_metallic_IIR.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_metallic_0.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_metallic_1.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_metallic_2.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_photo_metallic_3.png) | ![](./results/rgb2x/mit_indoor/946590115_035579bce7_b_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 |
---|
![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_albedo_IIR.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_albedo_MID.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_albedo_0.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_albedo_1.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_albedo_2.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_albedo_3.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_albedo_4.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 |
---|
![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_normal_IIR.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_normal_JM.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_normal_0.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_normal_1.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_normal_2.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_normal_3.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_normal_4.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 |
---|
![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_irra_0.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_irra_1.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_irra_2.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_irra_3.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_irra_4.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/mit_indoor/Castlereagh_corridor_photo.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_roughness_IIR.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_roughness_0.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_roughness_1.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_roughness_2.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_roughness_3.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_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/mit_indoor/Castlereagh_corridor_photo.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_metallic_IIR.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_metallic_0.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_metallic_1.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_metallic_2.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_metallic_3.png) | ![](./results/rgb2x/mit_indoor/Castlereagh_corridor_photo_metallic_4.png) |