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Papers Benchmarks Datasets Tasks

Toys4K dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

Toys4K

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Toys4K

27.26PSNR (dB)

6

Point-Cloud-Conditioned Mesh Generation

Toys4K

0.116Chamfer Distance (CD)

6

Low-shot object recognition

Toys4k Inst-SObj

96.5Accuracy

6

Low-shot recognition

Toys4k Categ-SObj 1.0 (test)

79.69Accuracy

6

Low-shot recognition

Toys4k Inst-SObj 1.0 (test)

96.5Accuracy

6

Shape Abstraction

Toys4K

0.093Chamfer Distance (CD)

5

Toys4k 55

18.24PSNR

5

Zero-shot text-to-image retrieval

Toys4K

7.42Recall@1

5

Single-view 3D Generation

Toys4K

93.57IoU

5

Multi-object Category Recognition with Support Assignment (Categ-MObj-SuppAssign)

Toys4k multi-object setting

45.91LSA

5

Camera Pose Estimation

Toys4k

0.026ATE

3

Depth Estimation

Toys4k

0.004Abs Rel

3

Text-to-3D generation

Toys4K

0.299CLIP Score

3

Low-Shot Mutual Exclusivity

Toys4k (test)

0.477LSA

3

Low-shot recognition

Toys4k LSME variant

47.7LSA

3

Toys4K

26.1CLIP Score

2

Single-image-to-3D generation

Toys4k Conditioning View

0.905CLIP Similarity

2

3D Reconstruction

Toys4k Simple

34.16PSNR

2

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Popular tasks

Text-to-3D Generation Low-shot recognition Controlled 3D Generation 3D Reconstruction Mesh Reconstruction

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