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 2,809 篇，第 50 / 57 页
- CVPR 2023Instant-NVR: Instant Neural Volumetric Rendering for Human-Object Interactions From Monocular RGBD Stream
- CVPR 2023InstMove: Instance Motion for Object-Centric Video Segmentation
- CVPR 2023Integrally Pre-Trained Transformer Pyramid Networks
- CVPR 2023Intrinsic Physical Concepts Discovery With Object-Centric Predictive Models
- CVPR 2023Iterative Next Boundary Detection for Instance Segmentation of Tree Rings in Microscopy Images of Shrub Cross Sections
- CVPR 2023itKD: Interchange Transfer-Based Knowledge Distillation for 3D Object Detection
- CVPR 2023Jedi: Entropy-Based Localization and Removal of Adversarial Patches
- CVPR 2023Knowledge Combination To Learn Rotated Detection Without Rotated Annotation
- CVPR 2023Large-Scale Training Data Search for Object Re-Identification
- CVPR 2023LargeKernel3D: Scaling Up Kernels in 3D Sparse CNNs
- CVPR 2023Layout-Based Causal Inference for Object Navigation
- CVPR 2023Learned Two-Plane Perspective Prior Based Image Resampling for Efficient Object Detection
- CVPR 2023Learning Multi-Modal Class-Specific Tokens for Weakly Supervised Dense Object Localization
- CVPR 2023Learning on Gradients: Generalized Artifacts Representation for GAN-Generated Images Detection
- CVPR 2023Learning To Detect and Segment for Open Vocabulary Object Detection
- CVPR 2023Learning To Segment Every Referring Object Point by Point
- CVPR 2023Learning Transformation-Predictive Representations for Detection and Description of Local Features
- CVPR 2023Learning Transformations To Reduce the Geometric Shift in Object Detection
- CVPR 2023LEGO-Net: Learning Regular Rearrangements of Objects in Rooms
- CVPR 2023LINe: Out-of-Distribution Detection by Leveraging Important Neurons
- CVPR 2023Localized Semantic Feature Mixers for Efficient Pedestrian Detection in Autonomous Driving
- CVPR 2023LOCATE: Localize and Transfer Object Parts for Weakly Supervised Affordance Grounding
- CVPR 2023LoGoNet: Towards Accurate 3D Object Detection With Local-to-Global Cross-Modal Fusion
- CVPR 2023Look Around for Anomalies: Weakly-Supervised Anomaly Detection via Context-Motion Relational Learning
- CVPR 2023Look Before You Match: Instance Understanding Matters in Video Object Segmentation
- CVPR 2023LSTFE-Net:Long Short-Term Feature Enhancement Network for Video Small Object Detection
- CVPR 2023MaLP: Manipulation Localization Using a Proactive Scheme
- CVPR 2023Mapping Degeneration Meets Label Evolution: Learning Infrared Small Target Detection With Single Point Supervision
- CVPR 2023Mask DINO: Towards a Unified Transformer-Based Framework for Object Detection and Segmentation
- CVPR 2023MDQE: Mining Discriminative Query Embeddings To Segment Occluded Instances on Challenging Videos
- CVPR 2023MED-VT: Multiscale Encoder-Decoder Video Transformer With Application To Object Segmentation
- CVPR 2023Meta-Explore: Exploratory Hierarchical Vision-and-Language Navigation Using Scene Object Spectrum Grounding
- CVPR 2023Meta-Tuning Loss Functions and Data Augmentation for Few-Shot Object Detection
- CVPR 2023MetaFusion: Infrared and Visible Image Fusion via Meta-Feature Embedding From Object Detection
- CVPR 2023MethaneMapper: Spectral Absorption Aware Hyperspectral Transformer for Methane Detection
- CVPR 2023MixTeacher: Mining Promising Labels With Mixed Scale Teacher for Semi-Supervised Object Detection
- CVPR 2023Mobile User Interface Element Detection via Adaptively Prompt Tuning
- CVPR 2023MobileOne: An Improved One Millisecond Mobile Backbone
- CVPR 2023MobileVOS: Real-Time Video Object Segmentation Contrastive Learning Meets Knowledge Distillation
- CVPR 2023MoDAR: Using Motion Forecasting for 3D Object Detection in Point Cloud Sequences
- CVPR 2023Modeling the Distributional Uncertainty for Salient Object Detection Models
- CVPR 2023MonoATT: Online Monocular 3D Object Detection With Adaptive Token Transformer
- CVPR 2023MOSO: Decomposing MOtion, Scene and Object for Video Prediction
- CVPR 2023MotionTrack: Learning Robust Short-Term and Long-Term Motions for Multi-Object Tracking
- CVPR 2023MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors
- CVPR 2023MSF: Motion-Guided Sequential Fusion for Efficient 3D Object Detection From Point Cloud Sequences
- CVPR 2023MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID
- CVPR 2023MSMDFusion: Fusing LiDAR and Camera at Multiple Scales With Multi-Depth Seeds for 3D Object Detection
- CVPR 2023Multi-Object Manipulation via Object-Centric Neural Scattering Functions
- CVPR 2023Multi-View Adversarial Discriminator: Mine the Non-Causal Factors for Object Detection in Unseen Domains
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。