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Papers Benchmarks Datasets Tasks

Toys dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

Toys

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Sequential Recommendation

Toys

8.96Recall@5

9

Multi-view 3D generation

Toys4K

4.16CD (10^-4)

9

Multimodal Recommendation

Toys

2.14Recall@3

9

Direct Recommendation

Toys

58.93Hit Rate@5

9

3D object captioning

Toys4K

26.22BLEU-1

8

Refinement of VFM-derived artifacts

Toys4k (synthetically corrupted)

0.858mIoU

8

Toys TIGER Backbone (Period 4)

2.69Hit Rate @5

7

Toys TIGER Backbone (Period 3)

3.09H@5

7

Toys TIGER Backbone (Period 2)

2H@5

7

Toys TIGER Backbone (Period 1)

2.08Hit Rate @5

7

Top-n Recommendation

Toys

9.33HR@1

7

Explanation Generation

Toys (test)

2.532BLEU-4

7

Sequential Recommendation

Toys In-domain (test)

6.84Recall@5

7

Link prediction

Toys

87.37Accuracy

6

Node Classification

Toys in-domain transfer

61.29Accuracy

6

Low-shot object recognition

Toys4k Categ-SObj-PoseVar

75.18Accuracy

6

Low-shot object recognition

Toys4k Categ-SObj

79.69Accuracy

6

Low-shot recognition

Toys4k Categ-SObj-Pose Var 1.0 (test)

75.18Accuracy

6

Camera Pose Estimation

Toys4k

95.49RRA

5

3D Mesh Generation

Toys4k 0 ~ 40 k

123Chamfer Distance (CD)

4

3D Mesh Generation

Toys4k (0 ~ 10 k)

0.102Chamfer Distance (CD)

4

Constrained Text-to-3D Generation

Toys4K

0.141Variance

4

Image-to-3D generation

Toys4K

42.48FID

4

Object Recognition

TOYS

66Accuracy

3

Sequential Recommendation

Toys Head Item

0.075H@10

3

Page 2 of 3

Popular tasks

Sequential Recommendation Recommendation Node Classification 3D Mesh Generation Low-shot object recognition

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