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There are some wrong samples in the dataset

Open pfdu opened this issue 4 years ago • 2 comments

Some images in the data set are wrong, for example, scene_00001_906324_1.png in the target_image folder in PNVS easy, the image is completely black. In addition, there are some similar error samples.

source_image/scene_00001_906324.png image

target_image/scene_00001_906324_1.png image

In some samples, there is no floor in the house, for example, scene_00008_914963.png in the source_image folder in PNVS easy. image image

pfdu avatar Dec 06 '21 12:12 pfdu

BLACK IMAGEs in PNVS/easy/target_image scene_00001_906324_1.png scene_00008_949416_0.png scene_00008_949416_1.png scene_00020_953632_1.png scene_00028_176077_0.png scene_00028_176077_1.png scene_00028_176077_2.png scene_00040_492_0.png scene_00040_492_1.png scene_00049_2321_2.png scene_00050_457107_2.png scene_00100_288_0.png scene_00100_288_1.png scene_00179_994_0.png scene_00236_293802_0.png scene_00248_457285_1.png scene_00248_457285_2.png scene_00257_1453_0.png scene_00262_3328_1.png scene_00262_3328_2.png scene_00272_756_0.png scene_00272_756_1.png scene_00272_756_2.png scene_00275_606723_2.png scene_00279_1652_0.png scene_00291_267_0.png scene_00305_1347_1.png scene_00319_324_1.png scene_00321_857_1.png scene_00389_20486_1.png scene_00416_685_0.png scene_01863_2236_0.png scene_01865_190167_0.png scene_01872_17194_0.png scene_01872_3742_2.png scene_01878_3173_2.png scene_01908_141_1.png scene_01910_141_2.png scene_01926_249_0.png scene_02060_1206_0.png scene_02082_128_2.png scene_02129_805769_1.png scene_02222_737779_0.png scene_02232_465655_1.png scene_02232_465655_2.png scene_02232_471971_1.png

pfdu avatar Dec 06 '21 13:12 pfdu

@pfdu There are indeed some bad rendered images in the dataset. We have manually filtered out most of the bad samples, but mainly focus on the hard set on account of its difficulty (after filtering the samples in the hard set was reduced from 62578 to 19940). It's a very tough task to manually filter all images, thus we only preprocessed the easy set simply since the camera motions are relatively small and the performance will not be influenced tremendously. As for the no-floor source images, they are from the original Structured3D dataset, and we do not have an effective way to test whether the source image has corrrect floor or not when rendering target views for it. We are sorry for that.

bluestyle97 avatar Dec 07 '21 04:12 bluestyle97