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 298 篇，第 5 / 6 页
- CVPR 2023OpenMix: Exploring Outlier Samples for Misclassification Detection
- CVPR 2023Optimal Proposal Learning for Deployable End-to-End Pedestrian Detection
- CVPR 2023OReX: Object Reconstruction From Planar Cross-Sections Using Neural Fields
- CVPR 2023OvarNet: Towards Open-Vocabulary Object Attribute Recognition
- CVPR 2023Phase-Shifting Coder: Predicting Accurate Orientation in Oriented Object Detection
- CVPR 2023PillarNeXt: Rethinking Network Designs for 3D Object Detection in LiDAR Point Clouds
- CVPR 2023PiMAE: Point Cloud and Image Interactive Masked Autoencoders for 3D Object Detection
- CVPR 2023Pixels, Regions, and Objects: Multiple Enhancement for Salient Object Detection
- CVPR 2023PointDistiller: Structured Knowledge Distillation Towards Efficient and Compact 3D Detection
- CVPR 2023Pointersect: Neural Rendering With Cloud-Ray Intersection
- CVPR 2023Post-Processing Temporal Action Detection
- CVPR 2023PROB: Probabilistic Objectness for Open World Object Detection
- CVPR 2023Prototypical Residual Networks for Anomaly Detection and Localization
- CVPR 2023PVT-SSD: Single-Stage 3D Object Detector With Point-Voxel Transformer
- CVPR 2023PyramidFlow: High-Resolution Defect Contrastive Localization Using Pyramid Normalizing Flow
- CVPR 2023Q-DETR: An Efficient Low-Bit Quantized Detection Transformer
- CVPR 2023Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
- CVPR 2023Real-Time Multi-Person Eyeblink Detection in the Wild for Untrimmed Video
- CVPR 2023RealFusion: 360deg Reconstruction of Any Object From a Single Image
- CVPR 2023Recurrence Without Recurrence: Stable Video Landmark Detection With Deep Equilibrium Models
- CVPR 2023Recurrent Vision Transformers for Object Detection With Event Cameras
- CVPR 2023Referring Multi-Object Tracking
- CVPR 2023Region-Aware Pretraining for Open-Vocabulary Object Detection With Vision Transformers
- CVPR 2023Relational Context Learning for Human-Object Interaction Detection
- CVPR 2023Representation Learning for Visual Object Tracking by Masked Appearance Transfer
- CVPR 2023Rethinking Out-of-Distribution (OOD) Detection: Masked Image Modeling Is All You Need
- CVPR 2023Revisiting Reverse Distillation for Anomaly Detection
- CVPR 2023Rigidity-Aware Detection for 6D Object Pose Estimation
- CVPR 2023ScaleDet: A Scalable Multi-Dataset Object Detector
- CVPR 2023ScaleKD: Distilling Scale-Aware Knowledge in Small Object Detector
- CVPR 2023SCOTCH and SODA: A Transformer Video Shadow Detection Framework
- CVPR 2023Seeing Through the Glass: Neural 3D Reconstruction of Object Inside a Transparent Container
- CVPR 2023Semi-DETR: Semi-Supervised Object Detection With Detection Transformers
- CVPR 2023Semi-Supervised Stereo-Based 3D Object Detection via Cross-View Consensus
- CVPR 2023Semi-Weakly Supervised Object Kinematic Motion Prediction
- CVPR 2023SeqTrack: Sequence to Sequence Learning for Visual Object Tracking
- CVPR 2023SFD2: Semantic-Guided Feature Detection and Description
- CVPR 2023Shape-Constraint Recurrent Flow for 6D Object Pose Estimation
- CVPR 2023Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning
- CVPR 2023Siamese DETR
- CVPR 2023SIEDOB: Semantic Image Editing by Disentangling Object and Background
- CVPR 2023Simple Cues Lead to a Strong Multi-Object Tracker
- CVPR 2023SimpleNet: A Simple Network for Image Anomaly Detection and Localization
- CVPR 2023SimpSON: Simplifying Photo Cleanup With Single-Click Distracting Object Segmentation Network
- CVPR 2023SmartBrush: Text and Shape Guided Object Inpainting With Diffusion Model
- CVPR 2023SMOC-Net: Leveraging Camera Pose for Self-Supervised Monocular Object Pose Estimation
- CVPR 2023SOOD: Towards Semi-Supervised Oriented Object Detection
- CVPR 2023SQUID: Deep Feature In-Painting for Unsupervised Anomaly Detection
- CVPR 2023Standing Between Past and Future: Spatio-Temporal Modeling for Multi-Camera 3D Multi-Object Tracking
- CVPR 2023STAR Loss: Reducing Semantic Ambiguity in Facial Landmark Detection
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。