传感融合论文趋势 2023–2026

主要结论

• 传感融合论文从 2023 年的 17 篇增长到 2026 年的 64 篇，三年间扩大到约 3.8 倍。
• CVPR 是发传感融合论文最多的会议，2023–2026 年共 76 篇，占四个会议总量的 47%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 17 篇。
• 在「边缘与物联网」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的流式推理是 3.2 倍，传感融合是 3.8 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026Beyond Semantic Alignment: Geometric Incomparability in Multi-Oracle Soft Fusion
• ICML 2026Feasible Fusion: Constrained Joint Estimation under Structural Non-Overlap
• ICLR 2026GaussianFusion: Unified 3D Gaussian Representation for Multi-Modal Fusion Perception
• CVPR 2026Decoding 3D Perception via BrainSSD Synergistic Fusion of EEG Representations
• NeurIPS 2025Adversarial Graph Fusion for Incomplete Multi-view Semi-supervised Learning with Tensorial Imputation
• ICML 2025Beyond the Permutation Symmetry of Transformers: The Role of Rotation for Model Fusion
• ICLR 2025Cocoon: Robust Multi-Modal Perception with Uncertainty-Aware Sensor Fusion
• CVPR 2025Binarized Neural Network for Multi-spectral Image Fusion
• NeurIPS 2024Is Your HD Map Constructor Reliable under Sensor Corruptions?
• ICML 2024Predictive Dynamic Fusion
• ICLR 2024Transformer Fusion with Optimal Transport
• CVPR 2024Depth Prompting for Sensor-Agnostic Depth Estimation
• NeurIPS 2023ContinuAR: Continuous Autoregression For Infinite-Fidelity Fusion
• ICML 2023Regression with Sensor Data Containing Incomplete Observations
• ICLR 2023Dataless Knowledge Fusion by Merging Weights of Language Models
• CVPR 2023CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion
• NeurIPS 2026Coherence-Aware Transition-Intent Fusion for LTL Planning under Uncertain Semantic Maps
• ICML 2026Label-Guided Representation Learning for Incomplete Multi-View Multi-Label Classification
• ICLR 2026Knowledge Fusion of Large Language Models via Modular SkillPacks
• CVPR 2026DF2-VB Dual-level Fuzzy Fusion with View-specific Boosting for Multi-view Multi-label

全部传感融合论文

共 43 篇，第 1 / 1 页

1. NeurIPS 2026Beyond Semantic Alignment: Geometric Incomparability in Multi-Oracle Soft Fusion
2. NeurIPS 2026BridgeMVS: Bridging Multi-View Stereo and Monodepth via Bidirectional Dynamic Fusion
3. NeurIPS 2026Coherence-Aware Transition-Intent Fusion for LTL Planning under Uncertain Semantic Maps
4. NeurIPS 2026Dynamical Adapter Fusion: Constructing A Global Adapter for Pre-Trained Model-based Class-Incremental Learning
5. NeurIPS 2026Fusion or Confusion? Multimodal Complexity Is Not All You Need
6. NeurIPS 2026G2Fusion: Geometric-to-Generative Image Fusion via Registration-Restoration Evolution
7. NeurIPS 2026MODULE: A Mutual-Promoting Deep Unfolding Framework Towards Degradation-Robust Multi-modal Image Fusion
8. NeurIPS 2026ReVMap: Vectorized Global Mapping via Connectivity-Aware Local Map Fusion
9. NeurIPS 2026Selection, Not Fusion: Radar-Modulated State Space Models for Radar-Camera Depth Estimation
10. NeurIPS 2025A Unified Solution to Video Fusion: From Multi-Frame Learning to Benchmarking
11. NeurIPS 2025Adversarial Graph Fusion for Incomplete Multi-view Semi-supervised Learning with Tensorial Imputation
12. NeurIPS 2025AF-UMC: An Alignment-Free Fusion Framework for Unaligned Multi-View Clustering
13. NeurIPS 2025Availability-aware Sensor Fusion via Unified Canonical Space
14. NeurIPS 2025Depth-Supervised Fusion Network for Seamless-Free Image Stitching
15. NeurIPS 2025Efficient Rectified Flow for Image Fusion
16. NeurIPS 2025Flow Field Reconstruction with Sensor Placement Policy Learning
17. NeurIPS 2025From Faults to Features: Pretraining to Learn Robust Representations against Sensor Failures
18. NeurIPS 2025GaussianFusion: Gaussian-Based Multi-Sensor Fusion for End-to-End Autonomous Driving
19. NeurIPS 2025Generalized Linear Mode Connectivity for Transformers
20. NeurIPS 2025Glance2Gaze: Efficient Vision-Language Models from Glance Fusion to Gaze Compression
21. NeurIPS 2025InfiGFusion: Graph-on-Logits Distillation via Efficient Gromov-Wasserstein for Model Fusion
22. NeurIPS 2025Injecting Frame-Event Complementary Fusion into Diffusion for Optical Flow in Challenging Scenes
23. NeurIPS 2025Layer-Wise Modality Decomposition for Interpretable Multimodal Sensor Fusion
24. NeurIPS 2025LoMix: Learnable Weighted Multi-Scale Logits Mixing for Medical Image Segmentation
25. NeurIPS 2025MoPFormer: Motion-Primitive Transformer for Wearable-Sensor Activity Recognition
26. NeurIPS 2025msf-CNN: Patch-based Multi-Stage Fusion with Convolutional Neural Networks for TinyML
27. NeurIPS 2025RayFusion: Ray Fusion Enhanced Collaborative Visual Perception
28. NeurIPS 2025Re-coding for Uncertainties: Edge-awareness Semantic Concordance for Resilient Event-RGB Segmentation
29. NeurIPS 2025SIFusion: A Unified Fusion Framework for Multi-granularity Arctic Sea Ice Forecasting
30. NeurIPS 2025When Kernels Multiply, Clusters Unify: Fusing Embeddings with the Kronecker Product
31. NeurIPS 2024ACFun: Abstract-Concrete Fusion Facial Stylization
32. NeurIPS 2024Coupled Mamba: Enhanced Multimodal Fusion with Coupled State Space Model
33. NeurIPS 2024CRT-Fusion: Camera, Radar, Temporal Fusion Using Motion Information for 3D Object Detection
34. NeurIPS 2024DHA: Learning Decoupled-Head Attention from Transformer Checkpoints via Adaptive Heads Fusion
35. NeurIPS 2024HEALNet: Multimodal Fusion for Heterogeneous Biomedical Data
36. NeurIPS 2024Is Your HD Map Constructor Reliable under Sensor Corruptions?
37. NeurIPS 2024On Giant's Shoulders: Effortless Weak to Strong by Dynamic Logits Fusion
38. NeurIPS 2023CMMA: Benchmarking Multi-Affection Detection in Chinese Multi-Modal Conversations
39. NeurIPS 2023ContinuAR: Continuous Autoregression For Infinite-Fidelity Fusion
40. NeurIPS 2023Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality Fusion
41. NeurIPS 2023Flexible Attention-Based Multi-Policy Fusion for Efficient Deep Reinforcement Learning
42. NeurIPS 2023Learning Neural Implicit through Volume Rendering with Attentive Depth Fusion Priors
43. NeurIPS 2023MVDoppler: Unleashing the Power of Multi-View Doppler for MicroMotion-based Gait Classification

常见问题

2023–2026 年四大会议一共有多少篇传感融合论文？

共 161 篇，按年份分别是 2023 年 17 篇、2024 年 37 篇、2025 年 43 篇、2026 年 64 篇。

NeurIPS 2026 有多少篇传感融合论文？

NeurIPS 2026 有 9 篇传感融合论文，上一届是 21 篇。

ICLR 2026 有多少篇传感融合论文？

ICLR 2026 有 5 篇传感融合论文，上一届是 6 篇。

ICML 2026 有多少篇传感融合论文？

ICML 2026 有 14 篇传感融合论文，上一届是 5 篇。

CVPR 2026 有多少篇传感融合论文？

CVPR 2026 有 36 篇传感融合论文，上一届是 11 篇。

哪个会议的传感融合论文最多？

CVPR，2023–2026 年共 76 篇。