目标检测论文趋势 2023–2026
检测与定位
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 2,809 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 88 | 67 | 32 | 298 | 485 |
| 2024 | 667 | 78 | 55 | 272 | 1,072 |
| 2025 | 175 | 85 | 57 | 254 | 571 |
| 2026 | 179 | 95 | 121 | 286 | 681 |
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 11 / 12 页
- NeurIPS 2025OOD Detection with Relative Angles
- NeurIPS 2025OpenAD: Open-World Autonomous Driving Benchmark for 3D Object Detection
- NeurIPS 2025OpenBox: Annotate Any Bounding Boxes in 3D
- NeurIPS 2025OpenHOI: Open-World Hand-Object Interaction Synthesis with Multimodal Large Language Model
- NeurIPS 2025Optimal community detection in dense bipartite graphs
- NeurIPS 2025Optimal Online Change Detection via Random Fourier Features
- NeurIPS 2025Out-of-Distribution Generalized Graph Anomaly Detection with Homophily-aware Environment Mixup
- NeurIPS 2025PLEIADES: Building Temporal Kernels with Orthogonal Polynomials
- NeurIPS 2025Point4Bit: Post Training 4-bit Quantization for Point Cloud 3D Detection
- NeurIPS 2025Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs
- NeurIPS 2025Preference-Based Dynamic Ranking Structure Recognition
- NeurIPS 2025Promptable 3-D Object Localization with Latent Diffusion Models
- NeurIPS 2025Quantifying Statistical Significance of Deep Nearest Neighbor Anomaly Detection via Selective Inference
- NeurIPS 2025RayFusion: Ray Fusion Enhanced Collaborative Visual Perception
- NeurIPS 2025Real-Time Scene-Adaptive Tone Mapping for High-Dynamic Range Object Detection
- NeurIPS 2025ReCon: Region-Controllable Data Augmentation with Rectification and Alignment for Object Detection
- NeurIPS 2025Redundancy-Aware Test-Time Graph Out-of-Distribution Detection
- NeurIPS 2025Refining Norms: A Post-hoc Framework for OOD Detection in Graph Neural Networks
- NeurIPS 2025Registration is a Powerful Rotation-Invariance Learner for 3D Anomaly Detection
- NeurIPS 2025Rescaled Influence Functions: Accurate Data Attribution in High Dimension
- NeurIPS 2025Rethinking Out-of-Distribution Detection and Generalization with Collective Behavior Dynamics
- NeurIPS 2025Rethinking Scale-Aware Temporal Encoding for Event-based Object Detection
- NeurIPS 2025Revisiting Logit Distributions for Reliable Out-of-Distribution Detection
- NeurIPS 2025RFMPose: Generative Category-level Object Pose Estimation via Riemannian Flow Matching
- NeurIPS 2025RGNMR: A Gauss-Newton method for robust matrix completion with theoretical guarantees
- NeurIPS 2025Roboflow100-VL: A Multi-Domain Object Detection Benchmark for Vision-Language Models
- NeurIPS 2025Robust Hallucination Detection in LLMs via Adaptive Token Selection
- NeurIPS 2025Rooms from Motion: Un-posed Indoor 3D Object Detection as Localization and Mapping
- NeurIPS 2025S$^2$M-Former: Spiking Symmetric Mixing Branchformer for Brain Auditory Attention Detection
- NeurIPS 2025Scalable, Explainable and Provably Robust Anomaly Detection with One-Step Flow Matching
- NeurIPS 2025ScatterAD: Temporal-Topological Scattering Mechanism for Time Series Anomaly Detection
- NeurIPS 2025Seeing What Matters: Generalizable AI-generated Video Detection with Forensic-Oriented Augmentation
- NeurIPS 2025SegMASt3R: Geometry Grounded Segment Matching
- NeurIPS 2025Self-Perturbed Anomaly-Aware Graph Dynamics for Multivariate Time-Series Anomaly Detection
- NeurIPS 2025Self-Supervised Learning of Graph Representations for Network Intrusion Detection
- NeurIPS 2025Semi-supervised Graph Anomaly Detection via Robust Homophily Learning
- NeurIPS 2025SentinelKilnDB: A Large-Scale Dataset and Benchmark for OBB Brick Kiln Detection in South Asia Using Satellite Imagery
- NeurIPS 2025SingRef6D: Monocular Novel Object Pose Estimation with a Single RGB Reference
- NeurIPS 2025SmokeViz: A Large-Scale Satellite Dataset for Wildfire Smoke Detection and Segmentation
- NeurIPS 2025SpikingVTG: A Spiking Detection Transformer for Video Temporal Grounding
- NeurIPS 2025Spot the Fake: Large Multimodal Model-Based Synthetic Image Detection with Artifact Explanation
- NeurIPS 2025Spurious-Aware Prototype Refinement for Reliable Out-of-Distribution Detection
- NeurIPS 2025SQLens: An End-to-End Framework for Error Detection and Correction in Text-to-SQL
- NeurIPS 2025STAR: Spatial-Temporal Tracklet Matching for Multi-Object Tracking
- NeurIPS 2025Stop the Nonconsensual Use of Nude Images in Research
- NeurIPS 2025Structured Temporal Causality for Interpretable Multivariate Time Series Anomaly Detection
- NeurIPS 2025T-norm Selection for Object Detection in Autonomous Driving with Logical Constraints
- NeurIPS 2025Test-Time Adaptive Object Detection with Foundation Model
- NeurIPS 2025The Mirage of Performance Gains: Why Contrastive Decoding Fails to Mitigate Object Hallucinations in MLLMs?
- NeurIPS 2025TopoPoint: Enhance Topology Reasoning via Endpoint Detection in Autonomous Driving
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查目标检测在 CVPR 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "object-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。