mlsanityData to 7 Oct 2026

XingGAN for Person Image Generation

arXiv 2007.09278 ↗First posted 17 Jul 2020cs.CV cs.LG eess.IVcited by 81

Not on the map. Why?

Abstract (arXiv)

We propose a novel Generative Adversarial Network (XingGAN or CrossingGAN) for person image generation tasks, i.e., translating the pose of a given person to a desired one. The proposed Xing generator consists of two generation branches that model the person's appearance and shape information, respectively. Moreover, we propose two novel blocks to effectively transfer and update the person's shape and appearance embeddings in a crossing way to mutually improve each other, which has not been considered by any other existing GAN-based image generation work. Extensive experiments on two challenging datasets, i.e., Market-1501 and DeepFashion, demonstrate that the proposed XingGAN advances the state-of-the-art performance both in terms of objective quantitative scores and subjective visual realness. The source code and trained models are available at https://github.com/Ha0Tang/XingGAN.

Key facts. Cited by 81 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Jul 2020.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 33; 2022: 20; 2023: 11; 2024: 12; 2025: 4; 2026: 1.

81 papers.

Sort:

By area:

  1. 2021Transformer-Based Attention Networks for Continuous Pixel-Wise Predictioncited by 125
  2. 2021Image-to-Image Translation: Methods and Applicationscited by 116
  3. 2023Advancing Pose-Guided Image Synthesis with Progressive Conditional Diffusion Modelscited by 104
  4. 2022Exploring Dual-task Correlation for Pose Guided Person Image Generationcited by 68
  5. 2021PISE: Person Image Synthesis and Editing with Decoupled GANcited by 62
  6. 2022Signing at Scale: Learning to Co-Articulate Signs for Large-Scale Photo-Realistic Sign Language Productioncited by 61
  7. 2021Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editingcited by 54
  8. 2024Coarse-to-Fine Latent Diffusion for Pose-Guided Person Image Synthesiscited by 48
  9. 2022Cross Attention Based Style Distribution for Controllable Person Image Synthesiscited by 45
  10. 2021Learning Semantic Person Image Generation by Region-Adaptive Normalizationcited by 44
  11. 20213D-Aware Semantic-Guided Generative Model for Human Synthesiscited by 31
  12. 2023ControlNet-XS: Rethinking the Control of Text-to-Image Diffusion Models as Feedback-Control Systemscited by 28
38 more
  1. 2024Learning Flow Fields in Attention for Controllable Person Image Generationcited by 27
  2. 2022Cross-View Panorama Image Synthesiscited by 26
  3. 2023Bidirectionally Deformable Motion Modulation For Video-based Human Pose Transfercited by 25
  4. 2023SignDiff: Diffusion Model for American Sign Language Productioncited by 25
  5. 2022DynaST: Dynamic Sparse Transformer for Exemplar-Guided Image Generationcited by 24
  6. 2021Cascaded Cross MLP-Mixer GANs for Cross-View Image Translationcited by 21
  7. 2021Cross-View Exocentric to Egocentric Video Synthesiscited by 20
  8. 2021Intrinsic-Extrinsic Preserved GANs for Unsupervised 3D Pose Transfercited by 20
  9. 2023Graph Transformer GANs for Graph-Constrained House Generationcited by 19
  10. 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesiscited by 16
  11. 2021Cloth Interactive Transformer for Virtual Try-Oncited by 15
  12. 2021Learning Realistic Human Reposing using Cyclic Self-Supervision with 3D Shape, Pose, and Appearance Consistencycited by 15
  13. 2022Continual Attentive Fusion for Incremental Learning in Semantic Segmentationcited by 15
  14. 2021Adversarial Shape Learning for Building Extraction in VHR Remote Sensing Imagescited by 12
  15. 2021Flow Guided Transformable Bottleneck Networks for Motion Retargetingcited by 12
  16. 2021Total Generate: Cycle in Cycle Generative Adversarial Networks for Generating Human Faces, Hands, Bodies, and Natural Scenescited by 12
  17. 2022Learning Motion-Dependent Appearance for High-Fidelity Rendering of Dynamic Humans from a Single Cameracited by 12
  18. 2024Stable-Pose: Leveraging Transformers for Pose-Guided Text-to-Image Generationcited by 12
  19. 2021Pose-driven Attention-guided Image Generation for Person Re-Identificationcited by 11
  20. 2022Human Image Generation: A Comprehensive Surveycited by 11
  21. 2021Geometry-Contrastive Transformer for Generalized 3D Pose Transfercited by 10
  22. 2022Multi-scale Attention Guided Pose Transfercited by 10
  23. 2022SCAM! Transferring humans between images with Semantic Cross Attention Modulationcited by 10
  24. 2021CharacterGAN: Few-Shot Keypoint Character Animation and Reposingcited by 9
  25. 2021Conditional Temporal Variational AutoEncoder for Action Video Predictioncited by 9
  26. 2021Self-supervised Correlation Mining Network for Person Image Generationcited by 9
  27. 2022Bipartite Graph Reasoning GANs for Person Pose and Facial Image Synthesiscited by 9
  28. 2023UnitedHuman: Harnessing Multi-Source Data for High-Resolution Human Generationcited by 9
  29. 2021Layout-to-Image Translation with Double Pooling Generative Adversarial Networkscited by 8
  30. 2022Local and Global GANs with Semantic-Aware Upsampling for Image Generationcited by 8
  31. 2023Edge Guided GANs with Multi-Scale Contrastive Learning for Semantic Image Synthesiscited by 8
  32. 2023VeRi3D: Generative Vertex-based Radiance Fields for 3D Controllable Human Image Synthesiscited by 8
  33. 2024Few-shot Defect Image Generation based on Consistency Modelingcited by 8
  34. 2024Pose-Guided Fine-Grained Sign Language Video Generationcited by 8
  35. 2021Progressive and Aligned Pose Attention Transfer for Person Image Generationcited by 7
  36. 2021Towards Better Adversarial Synthesis of Human Images from Textcited by 7
  37. 2021Highly Efficient Natural Image Mattingcited by 6
  38. 2022Collecting The Puzzle Pieces: Disentangled Self-Driven Human Pose Transfer by Permuting Texturescited by 6

50 most cited of 81 All 81 (JSON)