NeRF-W (reimplementation)

Unofficial reimplementation of NeRF-W. Does not reach the performance reported in the original paper, but is widely used for benchmarking.

Photo Tourism

Photo Tourism is a dataset of images of famous landmarks, such as the Sacre Coeur, the Trevi Fountain, and the Brandenburg Gate. The images were captured by tourist at different times of the day and year, images have varying lighting conditions and occlusions. The evaluation protocol is based on NeRF-W, where the image appearance embeddings are optimized on the left side of the image and the metrics are computed on the right side of the image.

Scene PSNR SSIM LPIPS Time GPU mem.
Sacre Coeur 19.56 0.795 0.260 41h 41m 36s 98.80 GB
Trevi Fountain 21.48 0.693 0.331 49h 43m 22s 98.81 GB
Brandenburg Gate 24.22 0.884 0.213 41h 46m 21s 98.80 GB
Average 21.75 0.790 0.268 44h 23m 46s 98.80 GB