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Papers Benchmarks Datasets Tasks

Image-to-3D Generation research benchmarks · SOTA2 Research

Image-to-3D Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Google Scanned Objects (GSO)

77.53CLIP Similarity

14

Mar 4, 2026

0.84CLIP-Similarity

12

Feb 26, 2026

Objaverse (test)

36.14Uni3D-I

11

Jul 2, 2026

User Study (test)

9.26Multi-view Consistency

8

Feb 26, 2026

3D Shape Generation Dataset

0.08ULIP Score (Text)

7

May 12, 2026

14.54FID

7

Mar 9, 2026

100 diverse scene images GPT-4o & GPT-Image-1

85Human Pref Win Rate - Geometry Quality

6

Feb 26, 2026

Image-to-3D (Evaluation Set)

0.758CLIP Score (N)

6

Feb 26, 2026

Synthetic 3D Objects (test)

0.002Ewarp

6

Feb 26, 2026

Trellis-500K (test)

0.012CD (L2)

5

May 29, 2026

Furniture benchmark

0.494Chamfer Distance (CD)

4

Jun 29, 2026

Structured3D (test)

3.063Q-Align

4

Apr 14, 2026

42.48FID

4

Mar 26, 2026

0.87CLIP-Similarity

4

Feb 26, 2026

53.68Stability HSI (Easy)

3

Mar 17, 2026

Curated dataset from LLaVA-OneVision, Trellis-500K, and Objaverse++ (eval)

12.55p-FID

3

Feb 26, 2026

0.028Chamfer Distance

3

Feb 26, 2026

0.7CLIP Similarity

3

Feb 26, 2026

SceneEval-100 (test)

1MAT

2

May 20, 2026

Evaluation Dataset

34.251FID

2

Mar 19, 2026

Hunyuan3D 3.0 (test)

0.147ULIP-I

2

Feb 26, 2026

Cap3D 2K (test)

Direct image-to-3D

32.6FID

1

Feb 26, 2026

Popular datasets

User Study ShapeNet Structured3D Google Scanned Objects Objaverse

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