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 88 篇，第 2 / 2 页

51. NeurIPS 2023Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection
52. NeurIPS 2023Leveraging Vision-Centric Multi-Modal Expertise for 3D Object Detection
53. NeurIPS 2023M$^{2}$SODAI: Multi-Modal Maritime Object Detection Dataset With RGB and Hyperspectral Image Sensors
54. NeurIPS 2023MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection
55. NeurIPS 2023MonoUNI: A Unified Vehicle and Infrastructure-side Monocular 3D Object Detection Network with Sufficient Depth Clues
56. NeurIPS 2023Mr. HiSum: A Large-scale Dataset for Video Highlight Detection and Summarization
57. NeurIPS 2023Multi-modal Queried Object Detection in the Wild
58. NeurIPS 2023Navigating Data Heterogeneity in Federated Learning: A Semi-Supervised Federated Object Detection
59. NeurIPS 2023Neural-Logic Human-Object Interaction Detection
60. NeurIPS 2023Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential Reconstruction
61. NeurIPS 2023On the Powerfulness of Textual Outlier Exposure for Visual OoD Detection
62. NeurIPS 2023Online Corrupted User Detection and Regret Minimization
63. NeurIPS 2023Optimal Algorithms for the Inhomogeneous Spiked Wigner Model
64. NeurIPS 2023Optimal Parameter and Neuron Pruning for Out-of-Distribution Detection
65. NeurIPS 2023PAD: A Dataset and Benchmark for Pose-agnostic Anomaly Detection
66. NeurIPS 2023PPi: Pretraining Brain Signal Model for Patient-independent Seizure Detection
67. NeurIPS 2023PRED: Pre-training via Semantic Rendering on LiDAR Point Clouds
68. NeurIPS 2023PrObeD: Proactive Object Detection Wrapper
69. NeurIPS 2023Prototypical Variational Autoencoder for 3D Few-shot Object Detection
70. NeurIPS 2023Query-based Temporal Fusion with Explicit Motion for 3D Object Detection
71. NeurIPS 2023RangePerception: Taming LiDAR Range View for Efficient and Accurate 3D Object Detection
72. NeurIPS 2023Rank-DETR for High Quality Object Detection
73. NeurIPS 2023Reading Relevant Feature from Global Representation Memory for Visual Object Tracking
74. NeurIPS 2023SANFlow: Semantic-Aware Normalizing Flow for Anomaly Detection
75. NeurIPS 2023Scaling Open-Vocabulary Object Detection
76. NeurIPS 2023Single-Stage Visual Query Localization in Egocentric Videos
77. NeurIPS 2023Spatial-frequency channels, shape bias, and adversarial robustness
78. NeurIPS 2023Stanford-ORB: A Real-World 3D Object Inverse Rendering Benchmark
79. NeurIPS 2023STXD: Structural and Temporal Cross-Modal Distillation for Multi-View 3D Object Detection
80. NeurIPS 2023Towards A Richer 2D Understanding of Hands at Scale
81. NeurIPS 2023Towards Optimal Effective Resistance Estimation
82. NeurIPS 2023Truncated Affinity Maximization: One-class Homophily Modeling for Graph Anomaly Detection
83. NeurIPS 2023Uni3DETR: Unified 3D Detection Transformer
84. NeurIPS 2023Unleash the Potential of Image Branch for Cross-modal 3D Object Detection
85. NeurIPS 2023Unsupervised Anomaly Detection with Rejection
86. NeurIPS 2023VoxDet: Voxel Learning for Novel Instance Detection
87. NeurIPS 2023VRA: Variational Rectified Activation for Out-of-distribution Detection
88. NeurIPS 2023WordScape: a Pipeline to extract multilingual, visually rich Documents with Layout Annotations from Web Crawl Data

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。