目标检测论文趋势 2023–2026

主要结论

• 目标检测论文从 2023 年的 485 篇增长到 2026 年的 681 篇，三年间扩大到约 1.4 倍。
• CVPR 是发目标检测论文最多的会议，2023–2026 年共 1,110 篇，占四个会议总量的 40%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 11 篇增至 2026 年的 39 篇。
• 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的视频理解是 2.6 倍，目标检测是 1.4 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 2026A Systematic Analysis of Out-of-Distribution Detection Under Representation and Training Paradigm Shifts
• ICML 2026BPL: Generalizable Deepfake Detection via Bias-only Pair-aware Learning
• ICLR 2026CGSA: Class-Guided Slot-Aware Adaptation for Source-Free Object Detections
• CVPR 20263D-Object Perception Transformer 3PT
• NeurIPS 2025AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
• ICML 2025A Variational Information Theoretic Approach to Out-of-Distribution Detection
• ICLR 2025A Statistical Approach for Controlled Training Data Detection
• CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
• NeurIPS 2024$SE(3)$ Equivariant Ray Embeddings for Implicit Multi-View Depth Estimation
• ICML 2024Contamination-Resilient Anomaly Detection via Adversarial Learning on Partially-Observed Normal and Anomalous Data
• ICLR 2024Boosting Graph Anomaly Detection with Adaptive Message Passing
• CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
• NeurIPS 20233D Copy-Paste: Physically Plausible Object Insertion for Monocular 3D Detection
• ICML 2023Accelerated Infeasibility Detection of Constrained Optimization and Fixed-Point Iterations
• ICLR 2023A framework for benchmarking Class-out-of-distribution detection and its application to ImageNet
• CVPR 20232PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection
• NeurIPS 2026Auditing Attention Head Masking for Out-of-Distribution Detection: Cross-Architecture Wins, Failures, and Polarity Inversions
• ICML 2026Causal-aware Anomaly Detection for Tabular Data
• ICLR 2026DETR-ViP: Detection Transformer with Robust Discriminative Visual Prompts
• CVPR 2026A Closer Look at Cross-Domain Few-Shot Object Detection Fine-Tuning Matters

全部目标检测论文

共 571 篇，第 2 / 12 页

51. CVPR 2025DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection
52. CVPR 2025DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking
53. CVPR 2025DriveGEN: Generalized and Robust 3D Detection in Driving via Controllable Text-to-Image Diffusion Generation
54. CVPR 2025DTOS: Dynamic Time Object Sensing with Large Multimodal Model
55. CVPR 2025Dual Energy-Based Model with Open-World Uncertainty Estimation for Out-of-distribution Detection
56. CVPR 2025Dual-view X-ray Detection: Can AI Detect Prohibited Items from Dual-view X-ray Images like Humans?
57. CVPR 2025DynRefer: Delving into Region-level Multimodal Tasks via Dynamic Resolution
58. CVPR 2025EasyHOI: Unleashing the Power of Large Models for Reconstructing Hand-Object Interactions in the Wild
59. CVPR 2025Efficient Event-Based Object Detection: A Hybrid Neural Network with Spatial and Temporal Attention
60. CVPR 2025Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning
61. CVPR 2025Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations
62. CVPR 2025Erase Diffusion: Empowering Object Removal Through Calibrating Diffusion Pathways
63. CVPR 2025Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Cameras
64. CVPR 2025Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection
65. CVPR 2025Face Forgery Video Detection via Temporal Forgery Cue Unraveling
66. CVPR 2025FASTer: Focal token Acquiring-and-Scaling Transformer for Long-term 3D Objection Detection
67. CVPR 2025Feature Information Driven Position Gaussian Distribution Estimation for Tiny Object Detection
68. CVPR 2025Feature Spectrum Learning for Remote Sensing Change Detection
69. CVPR 2025FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error
70. CVPR 2025FlexUOD: The Answer to Real-world Unsupervised Image Outlier Detection
71. CVPR 2025Floxels: Fast Unsupervised Voxel Based Scene Flow Estimation
72. CVPR 2025Focusing on Tracks for Online Multi-Object Tracking
73. CVPR 2025Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images
74. CVPR 2025Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection
75. CVPR 2025Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models
76. CVPR 2025Foveated Instance Segmentation
77. CVPR 2025Fractal Calibration for Long-tailed Object Detection
78. CVPR 2025FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing
79. CVPR 2025FSHNet: Fully Sparse Hybrid Network for 3D Object Detection
80. CVPR 2025G3Flow: Generative 3D Semantic Flow for Pose-aware and Generalizable Object Manipulation
81. CVPR 2025GauCho: Gaussian Distributions with Cholesky Decomposition for Oriented Object Detection
82. CVPR 2025Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activities
83. CVPR 2025GBlobs: Explicit Local Structure via Gaussian Blobs for Improved Cross-Domain LiDAR-based 3D Object Detection
84. CVPR 2025GCE-Pose: Global Context Enhancement for Category-level Object Pose Estimation
85. CVPR 2025Generalizable Object Keypoint Localization from Generative Priors
86. CVPR 2025Generalized Diffusion Detector: Mining Robust Features from Diffusion Models for Domain-Generalized Detection
87. CVPR 2025Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning
88. CVPR 2025Generating 6DoF Object Manipulation Trajectories from Action Description in Egocentric Vision
89. CVPR 2025GIVEPose: Gradual Intra-class Variation Elimination for RGB-based Category-Level Object Pose Estimation
90. CVPR 2025GLASS: Guided Latent Slot Diffusion for Object-Centric Learning
91. CVPR 2025Glossy Object Reconstruction with Cost-effective Polarized Acquisition
92. CVPR 2025GO-N3RDet: Geometry Optimized NeRF-enhanced 3D Object Detector
93. CVPR 2025GOAL: Global-local Object Alignment Learning
94. CVPR 2025GRAE-3DMOT: Geometry Relation-Aware Encoder for Online 3D Multi-Object Tracking
95. CVPR 2025Graph-Embedded Structure-Aware Perceptual Hashing for Neural Network Protection and Piracy Detection
96. CVPR 2025GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance Grounding
97. CVPR 2025Grounding 3D Object Affordance with Language Instructions, Visual Observations and Interactions
98. CVPR 2025GS-2DGS: Geometrically Supervised 2DGS for Reflective Object Reconstruction
99. CVPR 2025Guiding Human-Object Interactions with Rich Geometry and Relations
100. CVPR 2025H2ST: Hierarchical Two-Sample Tests for Continual Out-of-Distribution Detection

常见问题

2023–2026 年四大会议一共有多少篇目标检测论文？

共 2,809 篇，按年份分别是 2023 年 485 篇、2024 年 1,072 篇、2025 年 571 篇、2026 年 681 篇。

NeurIPS 2026 有多少篇目标检测论文？

NeurIPS 2026 有 179 篇目标检测论文，上一届是 175 篇。

ICLR 2026 有多少篇目标检测论文？

ICLR 2026 有 95 篇目标检测论文，上一届是 85 篇。

ICML 2026 有多少篇目标检测论文？

ICML 2026 有 121 篇目标检测论文，上一届是 57 篇。

CVPR 2026 有多少篇目标检测论文？

CVPR 2026 有 286 篇目标检测论文，上一届是 254 篇。

哪个会议的目标检测论文最多？

CVPR，2023–2026 年共 1,110 篇。