Toys4K
Benchmarks
TaskDatasetSOTA resultTrendResults
Toys4K (test)
84.13Accuracy
72
Toys4k
35.72CLIP Score
25
Toys4K (test)
0.069CD
19
Toys4K
92.97CLIP Score
16
Toys4K
0.033Chamfer Distance
16
Toys4k multi-object setting (test)
60.49LSA
15
Toys4k (Preserved Part)
25.46Appearance PSNR
14
Toys4k Inpainting Part
30.61CLIP Score
14
Toys4k
44.6mIoU
13
Toys4k
19.68PSNR
12
Toys4K CL (Base)
29.6CLIP Similarity
12
Toys4k
6.216FD (Inception)
11
Toys4K-CL Forgetting
17.36CLIP Similarity
10
Toys4K CL (All)
29.51CLIP Similarity
10
Toys4K CL (Novel)
29.86CLIP Similarity
10
Toys4k multi-object setting
60.49LSA
10
Toys4K generalization (test)
4.89CD
9
Toys4K (test)
0.18Compression Ratio
8
Toys4k (test)
28.144PSNR
8
Toys4K User Study
45.9Preference (%)
7
Toys4K Auto split n=128
0.472Control Score
7
Toys4K n=32 (Manual split)
0.402Control Score
7
Toys4k Preserved Part
22.8PSNR
7
Toys4k (Artist Meshes)
0.038Chamfer Distance (CD)
7
Toys4k Artist Meshes (test)
0.038Chamfer Distance (CD)
7