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Enhancement

  • (arXiv 2021.11) U-shape Transformer for Underwater Image Enhancement, [Paper]
  • (arXiv 2022.01) DocEnTr: An End-to-End Document Image Enhancement Transformer, [Paper], [Code]
  • (arXiv 2022.04) Underwater Image Enhancement Using Pre-trained Transformer, [Paper]
  • (arXiv 2022.04) VISTA: Vision Transformer enhanced by U-Net and Image Colorfulness Frame Filtration for Automatic Retail Checkout, [Paper], [Code]
  • (arXiv 2022.05) Reinforced Swin-Convs Transformer for Underwater Image Enhancement, [Paper]
  • (arXiv 2022.07) Structural Prior Guided Generative Adversarial Transformers for Low-Light Image Enhancement, [Paper]
  • (arXiv 2022.10) End-to-end Transformer for Compressed Video Quality Enhancement, [Paper]
  • (arXiv 2022.12) WavEnhancer: Unifying Wavelet and Transformer for Image Enhancement, [Paper]
  • (arXiv 2022.12) Ultra-High-Definition Low-Light Image Enhancement: A Benchmark and Transformer-Based Method, [Paper], [Code]
  • (arXiv 2023.03) Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement, [Paper]
  • (arXiv 2023.06) Unsupervised Low Light Image Enhancement Using SNR-Aware Swin Transformer, [Paper]
  • (arXiv 2023.06) Low-Light Image Enhancement with Illumination-Aware Gamma Correction and Complete Image Modelling Network, [Paper]
  • (arXiv 2023.09) Underwater Image Enhancement by Transformer-based Diffusion Model with Non-uniform Sampling for Skip Strategy, [Paper], [Code]
  • (arXiv 2023.09) DEFormer: DCT-driven Enhancement Transformer for Low-light Image and Dark Vision, [Paper]
  • (arXiv 2023.10) UWFormer: Underwater Image Enhancement via a Semi-Supervised Multi-Scale Transformer, [Paper]
  • (arXiv 2023.12) A Layer-Wise Tokens-to-Token Transformer Network for Improved Historical Document Image Enhancement, [Paper], [Code]
  • (arXiv 2023.12) Transformer-based No-Reference Image Quality Assessment via Supervised Contrastive Learning, [Paper], [Code]
  • (arXiv 2023.12) A Non-Uniform Low-Light Image Enhancement Method with Multi-Scale Attention Transformer and Luminance Consistency Loss, [Paper], [Code]
  • (arXiv 2024.01) LYT-Net: Lightweight YUV Transformer-based Network for Low-Light Image Enhancement, [Paper], [Code]
  • (arXiv 2024.03) LoLiSRFlow: Joint Single Image Low-light Enhancement and Super-resolution via Cross-scale Transformer-based Conditional Flow, [Paper]
  • (arXiv 2024.03) Learning A Physical-aware Diffusion Model Based on Transformer for Underwater Image Enhancement, [Paper]
  • (arXiv 2024.07) Image-Conditional Diffusion Transformer for Underwater Image Enhancement, [Paper]
  • (arXiv 2024.07) CAPformer: Compression-Aware Pre-trained Transformer for Low-Light Image Enhancement, [Paper]
  • (arXiv 2024.07) Unified-EGformer: Exposure Guided Lightweight Transformer for Mixed-Exposure Image Enhancement, [Paper]
  • (arXiv 2024.08) UIE-UnFold: Deep Unfolding Network with Color Priors and Vision Transformer for Underwater Image Enhancement, [Paper], [Code]