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Papers Benchmarks Datasets Tasks

DeepFashion dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

DeepFashion

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

3D Human Synthesis

DeepFashion

67.3RGB Fidelity

4

Pose-guided Text-to-3D Human Generation

DeepFashion (test)

21.136FID

4

Text-to-3D Human Generation

DeepFashion

2.93Quality

4

Keypoint Detection

DeepFashion-MM

95.41PCK (Tolerance 0.1)

4

Keypoint Detection

DeepFashion 2

34.29PCK@0.1

4

Garment Transfer

DeepFashion (test)

84.4SSIM

4

DeepFashion Modified (test)

0.774SSIM

4

Text-and-pose guided image generation

DeepFashion Multimodal Text2Human

23.46FID

3

Clothing Style Editing

DeepFashion Multimodal

92.35Accuracy

3

Person Image Synthesis

DeepFashion 512 x 352 (test)

5.837FID

3

Fashion Retrieval

DeepFashion (test)

30.8Acc@1

3

Fashion Retrieval

DeepFashion

40Acc@1

3

DeepFashion 256x176 (test)

0.806SSIM

3

Multi-pose Virtual Try-on

DeepFashion-MultiModal

0.124LPIPS

2

Conditional Image Embedding

DeepFashion

0.429AMI (Clothing)

2

Image Generation

DeepFashion

7.73FID

2

DeepFashion (test)

44.8FG NMI

2

Pose-guided person image generation

Synthetic DeepFashion (SDF) (test)

16.71PSNR

2

DeepFashion (test)

80.64User Preference Score

2

DeepFashion

88.9Preference Rate (vs VITON)

1

Controllable Human Avatar Generation

DeepFashion 36 (test)

—FID

0

Multimodal Image Synthesis

DeepFashion

—FID

0

Page 3 of 3

Popular tasks

Pose Transfer Image Classification Keypoint Detection Person Image Synthesis Controllable Human Avatar Generation

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