mlsanityData to 7 Oct 2026

Multi-Channel Attention Selection GAN with Cascaded Semantic Guidance for Cross-View Image Translation

arXiv 1904.06807 ↗First posted 15 Apr 2019cs.CV cs.AI cs.LGcited by 97

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Abstract (arXiv)

Cross-view image translation is challenging because it involves images with drastically different views and severe deformation. In this paper, we propose a novel approach named Multi-Channel Attention SelectionGAN (SelectionGAN) that makes it possible to generate images of natural scenes in arbitrary viewpoints, based on an image of the scene and a novel semantic map. The proposed SelectionGAN explicitly utilizes the semantic information and consists of two stages. In the first stage, the condition image and the target semantic map are fed into a cycled semantic-guided generation network to produce initial coarse results. In the second stage, we refine the initial results by using a multi-channel attention selection mechanism. Moreover, uncertainty maps automatically learned from attentions are used to guide the pixel loss for better network optimization. Extensive experiments on Dayton, CVUSA and Ego2Top datasets show that our model is able to generate significantly better results than the state-of-the-art methods. The source code, data and trained models are available at https://github.com/Ha0Tang/SelectionGAN.

Key facts. Cited by 97 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Apr 2019.

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Citing papers per year: 2021: 27; 2022: 18; 2023: 15; 2024: 21; 2025: 14; 2026: 2.

97 papers.

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  1. 2023Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectivescited by 477
  2. 2022EGSDE: Unpaired Image-to-Image Translation via Energy-Guided Stochastic Differential Equationscited by 172
  3. 2021Transformer-Based Attention Networks for Continuous Pixel-Wise Predictioncited by 125
  4. 2021Image-to-Image Translation: Methods and Applicationscited by 116
  5. 2024Multimodal Alignment and Fusion: A Surveycited by 73
  6. 2021Multimodal Image Synthesis and Editing: The Generative AI Eracited by 52
  7. 2021Attention, please! A survey of Neural Attention Models in Deep Learningcited by 50
  8. 2023Synthetic Datasets for Autonomous Driving: A Surveycited by 48
  9. 2021Image Synthesis via Semantic Compositioncited by 45
  10. 2023Boosting 3-DoF Ground-to-Satellite Camera Localization Accuracy via Geometry-Guided Cross-View Transformercited by 45
  11. 2021Geometry-Guided Street-View Panorama Synthesis from Satellite Imagerycited by 41
  12. 2021Unbalanced Feature Transport for Exemplar-based Image Translationcited by 41
38 more
  1. 2024Put Myself in Your Shoes: Lifting the Egocentric Perspective from Exocentric Videoscited by 32
  2. 2023Sat2Density: Faithful Density Learning from Satellite-Ground Image Pairscited by 29
  3. 2022Cross-View Panorama Image Synthesiscited by 26
  4. 2024ObjectRelator: Enabling Cross-View Object Relation Understanding Across Ego-Centric and Exo-Centric Perspectivescited by 26
  5. 2021Online Multi-Granularity Distillation for GAN Compressioncited by 24
  6. 2024CrossViewDiff: A Cross-View Diffusion Model for Satellite-to-Street View Synthesiscited by 23
  7. 2022MIDMs: Matching Interleaved Diffusion Models for Exemplar-based Image Translationcited by 22
  8. 2024CV-Cities: Advancing Cross-View Geo-Localization in Global Citiescited by 22
  9. 2021Cascaded Cross MLP-Mixer GANs for Cross-View Image Translationcited by 21
  10. 2022OmniCity: Omnipotent City Understanding with Multi-level and Multi-view Imagescited by 21
  11. 2021Bi-level Feature Alignment for Versatile Image Translation and Manipulationcited by 20
  12. 2021Cross-View Exocentric to Egocentric Video Synthesiscited by 20
  13. 2022Marginal Contrastive Correspondence for Guided Image Generationcited by 19
  14. 2022Satellite Image Based Cross-view Localization for Autonomous Vehiclecited by 19
  15. 2023Graph Transformer GANs for Graph-Constrained House Generationcited by 19
  16. 2025EgoExo-Gen: Ego-centric Video Prediction by Watching Exo-centric Videoscited by 19
  17. 20223D-Aware Video Generationcited by 17
  18. 2021IAFA: Instance-aware Feature Aggregation for 3D Object Detection from a Single Imagecited by 15
  19. 2021Cloth Interactive Transformer for Virtual Try-Oncited by 15
  20. 2022Continual Attentive Fusion for Incremental Learning in Semantic Segmentationcited by 15
  21. 2024Cross-view geo-localization: a surveycited by 15
  22. 2021Visual and Object Geo-localization: A Comprehensive Surveycited by 13
  23. 2021Total Generate: Cycle in Cycle Generative Adversarial Networks for Generating Human Faces, Hands, Bodies, and Natural Scenescited by 12
  24. 2022DE-Net: Dynamic Text-guided Image Editing Adversarial Networkscited by 12
  25. 2024Leveraging BEV Paradigm for Ground-to-Aerial Image Synthesiscited by 11
  26. 2021Multi-Modal Perception Attention Network with Self-Supervised Learning for Audio-Visual Speaker Trackingcited by 9
  27. 2022Bipartite Graph Reasoning GANs for Person Pose and Facial Image Synthesiscited by 9
  28. 2023Conditional 360-degree Image Synthesis for Immersive Indoor Scene Decorationcited by 9
  29. 2024Cross-View Meets Diffusion: Aerial Image Synthesis with Geometry and Text Guidancecited by 9
  30. 2025VAGeo: View-specific Attention for Cross-View Object Geo-Localizationcited by 9
  31. 2021Layout-to-Image Translation with Double Pooling Generative Adversarial Networkscited by 8
  32. 2022Local and Global GANs with Semantic-Aware Upsampling for Image Generationcited by 8
  33. 2023Edge Guided GANs with Multi-Scale Contrastive Learning for Semantic Image Synthesiscited by 8
  34. 2024EBDM: Exemplar-guided Image Translation with Brownian-bridge Diffusion Modelscited by 8
  35. 2025Seeing through Satellite Images at Street Viewscited by 8
  36. 2024SCP-Diff: Spatial-Categorical Joint Prior for Diffusion Based Semantic Image Synthesiscited by 7
  37. 2021Highly Efficient Natural Image Mattingcited by 6
  38. 2024Egocentric and Exocentric Methods: A Short Surveycited by 6

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