mlsanityData to 14 Oct 2026

K-Hairstyle: A Large-scale Korean Hairstyle Dataset for Virtual Hair Editing and Hairstyle Classification

arXiv 2102.06288 ↗First posted 11 Feb 2021cs.CVcited by 18

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Abstract (arXiv)

The hair and beauty industry is a fast-growing industry. This led to the development of various applications, such as virtual hair dyeing or hairstyle transfer, to satisfy the customer's needs. Although several hairstyle datasets are available for these applications, they often consist of a relatively small number of images with low resolution, thus limiting their performance on high-quality hair editing. In response, we introduce a novel large-scale Korean hairstyle dataset, K-hairstyle, containing 500,000 high-resolution images. In addition, K-hairstyle includes various hair attributes annotated by Korean expert hairstylists as well as hair segmentation masks. We validate the effectiveness of our dataset via several applications, such as hair dyeing, hairstyle transfer, and hairstyle classification. K-hairstyle is publicly available at https://psh01087.github.io/K-Hairstyle/.

Key facts. Cited by 18 papers in the map (data through 14 Oct 2026). Builds on 12 of its 18 references that are in the map. First posted on arXiv 11 Feb 2021.

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12 of 18 references.

References · 12

  1. 2015Deep Residual Learning for Image Recognitioncited by 52,096
  2. 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,713
  3. 2016Feature Pyramid Networks for Object Detectioncited by 5,036
  4. 2014Deep Learning Face Attributes in the Wildcited by 3,693
  5. 2018Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentationcited by 3,223
  6. 2016Wide Residual Networkscited by 3,070
  7. 2016Pyramid Scene Parsing Networkcited by 2,479
  8. 2019StarGAN v2: Diverse Image Synthesis for Multiple Domainscited by 1,098
  9. 2019MaskGAN: Towards Diverse and Interactive Facial Image Manipulationcited by 628
  10. 2020Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrievalcited by 309
  11. 2017GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibriumcited by 213
  12. 2018Pyramid Attention Network for Semantic Segmentationcited by 149

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Citing papers per year: 2022: 3; 2023: 5; 2024: 5; 2025: 5.

18 papers.

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  1. 2023PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360circcited by 93
  2. 2024SphereHead: Stable 3D Full-head Synthesis with Spherical Tri-plane Representationcited by 30
  3. 2022Style Your Hair: Latent Optimization for Pose-Invariant Hairstyle Transfer via Local-Style-Aware Hair Alignmentcited by 16
  4. 20233D-aware Blending with Generative NeRFscited by 13
  5. 2023Automatic Animation of Hair Blowing in Still Portrait Photoscited by 13
  6. 2022HairFIT: Pose-Invariant Hairstyle Transfer via Flow-based Hair Alignment and Semantic-Region-Aware Inpaintingcited by 9
  7. 2024Towards Unified 3D Hair Reconstruction from Single-View Portraitscited by 9
  8. 2024What to Preserve and What to Transfer: Faithful, Identity-Preserving Diffusion-based Hairstyle Transfercited by 8
  9. 2023StyleGAN Salon: Multi-View Latent Optimization for Pose-Invariant Hairstyle Transfercited by 7
  10. 2025PanoLAM: Large Avatar Model for Gaussian Full-Head Synthesis from One-shot Unposed Imagecited by 7
  11. 2025HyPlaneHead: Rethinking Tri-plane-like Representations in Full-Head Image Synthesiscited by 6
  12. 2024Hairmony: Fairness-aware hairstyle classificationcited by 5
6 more
  1. 2024HairDiffusion: Vivid Multi-Colored Hair Editing via Latent Diffusioncited by 3
  2. 2022Real-time Virtual-Try-On from a Single Example Image through Deep Inverse Graphics and Learned Differentiable Rendererscited by 2
  3. 2023Tag-based annotation creates better avatarscited by 2
  4. 2025AvatarBack: Back-Head Generation for Complete 3D Avatars from Front-View Imagescited by 1
  5. 2025CylinderPlane: Nested Cylinder Representation for 3D-aware Image Generationcited by 0
  6. 2025TurboPortrait3D: Single-step diffusion-based fast portrait novel-view synthesiscited by 0