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近3年cvpr iccv等顶级会议上，关于可见-多光谱，可见-高光谱 pansharpening f...

Erstellt am: 10. Februar 2026

Beantwortet mit GPT-5.2 Thinking von Chat01

Frage

近3年cvpr iccv等顶级会议上，关于可见-多光谱，可见-高光谱 pansharpening fusion superresolution的文章

Gedanke

Organizing a Search for Relevant Papers

I'll focus on providing a curated list of about 20-30 papers related to pansharpening, hyperspectral, HSI-MSI fusion, spectral super-resolution, and IR-visible fusion. I’ll include citations for each paper to verify any claims. Instead of exhaustive references, I’ll ensure the citations back up the key points. To support the findings, I'll also explain the search strategy using CVF Open Access with targeted keywords.

Organizing Citations Effectively

I’ll organize the papers in bullet points, clearly separating titles and citations. Citations will appear at the end of each bullet (not in bold), so it remains readable and effective. I’ll gather relevant sources for each paper and ensure that the citations support key points. This will help maintain clarity.

Listing Pansharpening Papers and Citations

I’ll compile a list of relevant pansharpening papers, including titles and their corresponding publication venues (like CVPR, ICCV). I’ll also ensure that citations (such as sources or websites) are provided correctly at the end of each entry. This will make the list clear, concise, and easy to reference for the user.

ICCV 2025 Papers and HSI-MSI Fusion Contributions

I’ll list various ICCV 2025 papers related to pansharpening and HSI-MSI fusion. Each entry will include concise titles, followed by citations (e.g., websites) at the end. Papers related to hyperspectral super-resolution and fusion methods will be identified, while making sure citations are added separately.

Organizing Hyperspectral Fusion and Super-Resolution Papers

I’ll organize the list of papers based on the task and year, such as HSI restoration, pansharpening, and visible-infrared fusion. I'll ensure citations appear with each paper, not just at the end. Titles won’t have bold, but I might use italics for clarity. I’ll craft a Chinese answer that addresses the search scope and additional search options.

Clarifying Citation Formatting

To keep things clear in the citation format, titles should appear in plain text, and citations should follow punctuation. I’ll avoid putting citations inside italics or bold, and apply exact source IDs for each paper. I'll also decide whether to include some results as "related" or "fusion" papers based on the focus.

Thought for 4m 9s

Antwort

下面按“近 3 年（2023–2025，含 ICCV 2025；截至 2026-02-10）CVPR / ICCV / ECCV”等顶会中，和可见-多光谱 / 可见-高光谱 / pansharpening（PAN+MS 融合）/ fusion / super-resolution最直接相关的论文做一个清单式整理（以 CVF Open Access / ECCV 官方页面为准）。

1) PAN + MS 融合（Pansharpening / Panchromatic–Multispectral Fusion，本质上就是一种 SR+融合）

CVPR 2023

  • Probability-Based Global Cross-Modal Upsampling for Pansharpening (CVF Open Access)

ICCV 2023

  • Pyramid Dual Domain Injection Network for Pan-sharpening (CVF Open Access)
  • PanFlowNet: A Flow-Based Deep Network for Pan-Sharpening (CVF Open Access)
  • Learned Image Reasoning Prior Penetrates Deep Unfolding Network for Panchromatic … (面向 pansharpening 的可解释展开式框架) (CVF Open Access)

CVPR 2024

  • Content-Adaptive Non-Local Convolution for Remote Sensing Pansharpening (CANConv) (CVF Open Access)
  • Revisiting Spatial-Frequency Information Integration … for Panchromatic and Multi-Spectral Image Fusion (CVF Open Access)

CVPR 2025

  • Binarized Neural Network for Multi-spectral Image Fusion（BNNPan，面向星载资源受限） (CVF Open Access)
  • Adaptive Rectangular Convolution for Remote Sensing Pansharpening（ARNet） (CVF Open Access)
  • A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening（ADWM） (CVF Open Access)
  • Dual-Granularity Semantic Guided Sparse Routing Diffusion Model for General Pansharpening（扩散/泛化） (CVF Open Access)
  • U-Know-DiffPAN: Uncertainty-aware KD Diffusion Framework … for PAN-sharpening (CVF Open Access)

ICCV 2025

  • PAN-Crafter: Learning Modality-Consistent Alignment for PAN-Sharpening（显式处理跨模态失配） (CVF Open Access)
  • Enhanced Pansharpening via Quaternion Spatial-Spectral Interactions (CVF Open Access)
  • Taming Flow Matching with Unbalanced Optimal Transport into Fast Pansharpening（加速生成式/流匹配） (CVF Open Access)
  • Enpowering Your Pansharpening Models with Generalizability: Unified Distribution is All You Need (CVF Open Access)
  • Laboring on less labors: RPCA Paradigm for Pan-sharpening (CVF Open Access)
  • Deep Adaptive Unfolded Network via Spatial Morphology Stripping and Spectral Filtration for pan-sharpening (CVF Open Access)

2) HSI + MSI 融合（可见/多光谱 ↔ 高光谱的“融合式高光谱超分/合成”）

这类通常是：LR-HSI + HR-MSI → HR-HSI（fusion-based hyperspectral SR）。

CVPR 2023

  • Toward Stable, Interpretable, and Lightweight Hyperspectral Super-Resolution（明确写的是 fusion-based HSI-SR） (CVF Open Access)

ICCV 2023

  • HSR-Diff: Hyperspectral Image Super-Resolution via Conditional Diffusion Models（HR-MSI 融合 LR-HSI） (CVF Open Access)
  • ESSAformer: Efficient Transformer for Hyperspectral Image Super-resolution（单 HSI-SR 方向也常被拿来对比 fusion SR） (CVF Open Access)

CVPR 2024

  • Unmixing Before Fusion: A Generalized Paradigm for Multi-Source-based Hyperspectral Image Synthesis (CVF Open Access)

CVPR 2025

  • Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual Guided Subspace Diffusion Model（ARGS-Diff，强调 self-learning/少数据） (CVF Open Access)
  • A Selective Re-learning Mechanism for Hyperspectral Fusion Imaging（SRLF，强调计算效率） (CVF Open Access)

（补充：如果你也关心“高光谱低层恢复/复原”而不限定 MSI 融合，CVPR 2025 还有 VolFormer 这种“通用 HSI restoration”方向 (CVF Open Access)。）

3) HSI + PAN（“高光谱 pansharpening”：PAN + LR-HSI → HR-HSI）

CVPR 2025

  • Hyperspectral Pansharpening via Diffusion Models with Iteratively Zero-Shot Guidance (CVF Open Access)

ICCV 2025

  • Hipandas: Hyperspectral Image Joint Denoising and Super-Resolution by Image Fusion with the Panchromatic Image (CVF Open Access)

4) 可见-多光谱（常见是可见光-红外）融合

如果你把“可见-多光谱”理解为 RGB/可见 + 红外(IR)/热红外 的融合（不少工作也会提到可迁移到 pansharpening）：

  • CVPR 2024: Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion (CVF Open Access)

5) RGB → HSI（Spectral Super-Resolution，严格的“可见→高光谱”重建）

ECCV 2024

  • Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Meets Linear（ECT） (ECCV 2026)

我怎么建议你继续“补全/查漏”

在 CVF Open Access（CVPR/ICCV/ECCV 部分年份）用这些关键词组合搜，基本能把漏网之鱼找出来：

  • pansharpening / pan-sharpening / panchromatic + multispectral + fusion
  • hyperspectral + multispectral + fusion / HSI-MSI
  • hyperspectral + pansharpening / HS-PAN
  • spectral super-resolution / RGB-to-HSI

如果你希望我把上面这些论文按任务-数据集（WV3/QB/GF2 等）-训练范式（监督/自监督/零样本/扩散）-指标再做一张对比表，我也可以直接按这些论文的实验部分帮你汇总。

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