mlsanityData to 14 Oct 2026

Cascaded Cross MLP-Mixer GANs for Cross-View Image Translation

arXiv 2110.10183 ↗First posted 19 Oct 2021cs.CVcited by 21

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Abstract (arXiv)

It is hard to generate an image at target view well for previous cross-view image translation methods that directly adopt a simple encoder-decoder or U-Net structure, especially for drastically different views and severe deformation cases. To ease this problem, we propose a novel two-stage framework with a new Cascaded Cross MLP-Mixer (CrossMLP) sub-network in the first stage and one refined pixel-level loss in the second stage. In the first stage, the CrossMLP sub-network learns the latent transformation cues between image code and semantic map code via our novel CrossMLP blocks. Then the coarse results are generated progressively under the guidance of those cues. Moreover, in the second stage, we design a refined pixel-level loss that eases the noisy semantic label problem with more reasonable regularization in a more compact fashion for better optimization. Extensive experimental results on Dayton~citevo2016localizing and CVUSA~citeworkman2015wide datasets show that our method can generate significantly better results than state-of-the-art methods. The source code and trained models are available at https://github.com/Amazingren/CrossMLP.

Key facts. Cited by 21 papers in the map (data through 14 Oct 2026). Builds on 45 of its 50 references that are in the map. First posted on arXiv 19 Oct 2021.

Builds on

45 of 50 references.

References · 45

  1. 2015Deep Residual Learning for Image Recognitioncited by 52,096
  2. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  3. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 30,186
  4. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,305
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  9. 2018Large Scale GAN Training for High Fidelity Natural Image Synthesiscited by 2,626
  10. 2021MLP-Mixer: An all-MLP Architecture for Visioncited by 1,446
  11. 2017Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semanticscited by 1,358
  12. 2019Semantic Image Synthesis with Spatially-Adaptive Normalizationcited by 1,299
33 more
  1. 2017Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networkscited by 707
  2. 2017AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networkscited by 664
  3. 20163D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstructioncited by 588
  4. 2019SinGAN: Learning a Generative Model from a Single Natural Imagecited by 348
  5. 2019Few-Shot Adversarial Learning of Realistic Neural Talking Head Modelscited by 284
  6. 2017Learning to Discover Cross-Domain Relations with Generative Adversarial Networkscited by 278
  7. 2015DRAW: A Recurrent Neural Network For Image Generationcited by 191
  8. 2015Wide-Area Image Geolocalization with Aerial Reference Imagerycited by 186
  9. 2019U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translationcited by 186
  10. 2016View Synthesis by Appearance Flowcited by 172
  11. 2019Progressive Pose Attention Transfer for Person Image Generationcited by 138
  12. 2018A Variational U-Net for Conditional Appearance and Shape Generationcited by 124
  13. 2019Multi-Channel Attention Selection GAN with Cascaded Semantic Guidance for Cross-View Image Translationcited by 97
  14. 2016Localizing and Orienting Street Views Using Overhead Imagerycited by 94
  15. 2016Predicting Ground-Level Scene Layout from Aerial Imagerycited by 90
  16. 2020XingGAN for Person Image Generationcited by 81
  17. 2019AttentionGAN: Unpaired Image-to-Image Translation using Attention-Guided Generative Adversarial Networkscited by 77
  18. 2017Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesiscited by 75
  19. 2019Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generationcited by 75
  20. 2021Semantic Segmentation for Real Point Cloud Scenes via Bilateral Augmentation and Adaptive Fusioncited by 72
  21. 2018Cross-View Image Synthesis using Conditional GANscited by 69
  22. 2017Transformation-Grounded Image Generation Network for Novel 3D View Synthesiscited by 59
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  24. 2018Unsupervised Attention-guided Image to Image Translationcited by 58
  25. 2020Bipartite Graph Reasoning GANs for Person Image Generationcited by 34
  26. 2018Attention-GAN for Object Transfiguration in Wild Imagescited by 32
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  28. 2016Weakly-supervised Disentangling with Recurrent Transformations for 3D View Synthesiscited by 24
  29. 2018DA-GAN: Instance-level Image Translation by Deep Attention Generative Adversarial Networks (with Supplementary Materials)cited by 21
  30. 2021Cross-View Exocentric to Egocentric Video Synthesiscited by 20
  31. 2020Exocentric to Egocentric Image Generation via Parallel Generative Adversarial Networkcited by 17
  32. 2021Layout-to-Image Translation with Double Pooling Generative Adversarial Networkscited by 8
  33. 2018Novel View Synthesis for Large-scale Scene using Adversarial Losscited by 1

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Citing papers per year: 2022: 8; 2023: 4; 2024: 4; 2025: 5.

21 papers.

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  1. 2023Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectivescited by 490
  2. 2024Put Myself in Your Shoes: Lifting the Egocentric Perspective from Exocentric Videoscited by 32
  3. 2024ObjectRelator: Enabling Cross-View Object Relation Understanding Across Ego-Centric and Exo-Centric Perspectivescited by 29
  4. 2022GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose Estimationcited by 21
  5. 2022Skating-Mixer: Long-Term Sport Audio-Visual Modeling with MLPscited by 20
  6. 2024Geospecific View Generation -- Geometry-Context Aware High-resolution Ground View Inference from Satellite Viewscited by 13
  7. 2022Bipartite Graph Reasoning GANs for Person Pose and Facial Image Synthesiscited by 9
  8. 2022Local and Global GANs with Semantic-Aware Upsampling for Image Generationcited by 8
  9. 2025AIM 2025 challenge on Inverse Tone Mapping Report: Methods and Resultscited by 8
  10. 2022Co-visual pattern augmented generative transformer learning for automobile geo-localizationcited by 5
  11. 2022PI-Trans: Parallel-ConvMLP and Implicit-Transformation Based GAN for Cross-View Image Translationcited by 4
  12. 2022Facial Expression Translation using Landmark Guided GANscited by 4
9 more
  1. 2023Aerial Diffusion: Text Guided Ground-to-Aerial View Translation from a Single Image using Diffusion Modelscited by 4
  2. 2025Satellite to GroundScape -- Large-scale Consistent Ground View Generation from Satellite Viewscited by 4
  3. 2025Enhanced Multi-Scale Cross-Attention for Person Image Generationcited by 3
  4. 2025Masked Clustering Prediction for Unsupervised Point Cloud Pre-trainingcited by 2
  5. 2022MLP-GAN for Brain Vessel Image Segmentationcited by 1
  6. 2023HawkI: Homography & Mutual Information Guidance for 3D-free Single Image to Aerial Viewcited by 1
  7. 2023Survey on Controlable Image Synthesis with Deep Learningcited by 0
  8. 2024Bird Eye-View to Street-View: A Surveycited by 0
  9. 2025From Satellite to Street: A Hybrid Framework Integrating Stable Diffusion and PanoGAN for Consistent Cross-View Synthesiscited by 0