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 272 篇，第 4 / 6 页
- CVPR 2024MonoDiff: Monocular 3D Object Detection and Pose Estimation with Diffusion Models
- CVPR 2024MS-DETR: Efficient DETR Training with Mixed Supervision
- CVPR 2024MuGE: Multiple Granularity Edge Detection
- CVPR 2024MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection
- CVPR 2024Multi-Object Tracking in the Dark
- CVPR 2024Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning
- CVPR 2024Multi-View Attentive Contextualization for Multi-View 3D Object Detection
- CVPR 2024Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping
- CVPR 2024MultiPLY: A Multisensory Object-Centric Embodied Large Language Model in 3D World
- CVPR 2024NAPGuard: Towards Detecting Naturalistic Adversarial Patches
- CVPR 2024Neighbor Relations Matter in Video Scene Detection
- CVPR 2024NetTrack: Tracking Highly Dynamic Objects with a Net
- CVPR 2024Neural Exposure Fusion for High-Dynamic Range Object Detection
- CVPR 2024Neural Lineage
- CVPR 2024Neural Parametric Gaussians for Monocular Non-Rigid Object Reconstruction
- CVPR 2024NIFTY: Neural Object Interaction Fields for Guided Human Motion Synthesis
- CVPR 2024NOPE: Novel Object Pose Estimation from a Single Image
- CVPR 2024NTO3D: Neural Target Object 3D Reconstruction with Segment Anything
- CVPR 2024Object Dynamics Modeling with Hierarchical Point Cloud-based Representations
- CVPR 2024Object Pose Estimation via the Aggregation of Diffusion Features
- CVPR 2024Object Recognition as Next Token Prediction
- CVPR 2024On Train-Test Class Overlap and Detection for Image Retrieval
- CVPR 2024OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning
- CVPR 2024Open-Vocabulary Object 6D Pose Estimation
- CVPR 2024Open-Vocabulary Video Anomaly Detection
- CVPR 2024Open-World Human-Object Interaction Detection via Multi-modal Prompts
- CVPR 2024Overload: Latency Attacks on Object Detection for Edge Devices
- CVPR 2024PairDETR : Joint Detection and Association of Human Bodies and Faces
- CVPR 2024Physics-Aware Hand-Object Interaction Denoising
- CVPR 2024PIN: Positional Insert Unlocks Object Localisation Abilities in VLMs
- CVPR 2024Pixel-Aligned Language Model
- CVPR 2024Plug and Play Active Learning for Object Detection
- CVPR 2024Point Segment and Count: A Generalized Framework for Object Counting
- CVPR 2024Point-VOS: Pointing Up Video Object Segmentation
- CVPR 2024Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-end Oriented Object Detection with Single Point Supervision
- CVPR 2024PointOBB: Learning Oriented Object Detection via Single Point Supervision
- CVPR 2024Poly Kernel Inception Network for Remote Sensing Detection
- CVPR 2024PREGO: Online Mistake Detection in PRocedural EGOcentric Videos
- CVPR 2024Preserving Fairness Generalization in Deepfake Detection
- CVPR 2024Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization
- CVPR 2024Prompt-Enhanced Multiple Instance Learning for Weakly Supervised Video Anomaly Detection
- CVPR 2024Prompt3D: Random Prompt Assisted Weakly-Supervised 3D Object Detection
- CVPR 2024PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection
- CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
- CVPR 2024PTT: Point-Trajectory Transformer for Efficient Temporal 3D Object Detection
- CVPR 2024Putting the Object Back into Video Object Segmentation
- CVPR 2024RadarDistill: Boosting Radar-based Object Detection Performance via Knowledge Distillation from LiDAR Features
- CVPR 2024RadSimReal: Bridging the Gap Between Synthetic and Real Data in Radar Object Detection With Simulation
- CVPR 2024RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses
- CVPR 2024RCBEVDet: Radar-camera Fusion in Bird's Eye View for 3D Object 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。