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 1,110 篇，第 10 / 23 页
- CVPR 2025One-shot 3D Object Canonicalization based on Geometric and Semantic Consistency
- CVPR 2025One2Any: One-Reference 6D Pose Estimation for Any Object
- CVPR 2025OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary
- CVPR 2025Open-World Objectness Modeling Unifies Novel Object Detection
- CVPR 2025Opportunistic Single-Photon Time of Flight
- CVPR 2025OralXrays-9: Towards Hospital-Scale Panoramic X-ray Anomaly Detection via Personalized Multi-Object Query-Aware Mining
- CVPR 2025ORIDa: Object-centric Real-world Image Composition Dataset
- CVPR 2025Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection
- CVPR 2025OW-OVD: Unified Open World and Open Vocabulary Object Detection
- CVPR 2025PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies
- CVPR 2025Pay Attention to the Foreground in Object-Centric Learning
- CVPR 2025Percept, Memory, and Imagine: World Feature Simulating for Open-Domain Unknown Object Detection
- CVPR 2025PIAD: Pose and Illumination agnostic Anomaly Detection
- CVPR 2025PO3AD: Predicting Point Offsets toward Better 3D Point Cloud Anomaly Detection
- CVPR 2025Point2RBox-v2: Rethinking Point-supervised Oriented Object Detection with Spatial Layout Among Instances
- CVPR 2025PointSR: Self-Regularized Point Supervision for Drone-View Object Detection
- CVPR 2025Prior-free 3D Object Tracking
- CVPR 2025PS-EIP: Robust Photometric Stereo Based on Event Interval Profile
- CVPR 2025PSBD: Prediction Shift Uncertainty Unlocks Backdoor Detection
- CVPR 2025Pseudo Visible Feature Fine-Grained Fusion for Thermal Object Detection
- CVPR 2025RaCFormer: Towards High-Quality 3D Object Detection via Query-based Radar-Camera Fusion
- CVPR 2025Radio Frequency Ray Tracing with Neural Object Representation for Enhanced RF Modeling
- CVPR 2025Re-HOLD: Video Hand Object Interaction Reenactment via adaptive Layout-instructed Diffusion Model
- CVPR 2025Real-IAD D3: A Real-World 2D/Pseudo-3D/3D Dataset for Industrial Anomaly Detection
- CVPR 2025ReDiffDet: Rotation-equivariant Diffusion Model for Oriented Object Detection
- CVPR 2025RelationField: Relate Anything in Radiance Fields
- CVPR 2025ReRAW: RGB-to-RAW Image Reconstruction via Stratified Sampling for Efficient Object Detection on the Edge
- CVPR 2025Rethinking Correspondence-based Category-Level Object Pose Estimation
- CVPR 2025Rethinking Lanes and Points in Complex Scenarios for Monocular 3D Lane Detection
- CVPR 2025Revisiting Generative Replay for Class Incremental Object Detection
- CVPR 2025RICCARDO: Radar Hit Prediction and Convolution for Camera-Radar 3D Object Detection
- CVPR 2025ROD-MLLM: Towards More Reliable Object Detection in Multimodal Large Language Models
- CVPR 2025RORem: Training a Robust Object Remover with Human-in-the-Loop
- CVPR 2025ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving Object
- CVPR 2025Saliuitl: Ensemble Salience Guided Recovery of Adversarial Patches against CNNs
- CVPR 2025Samba: A Unified Mamba-based Framework for General Salient Object Detection
- CVPR 2025SAR3D: Autoregressive 3D Object Generation and Understanding via Multi-scale 3D VQVAE
- CVPR 2025ScaleLSD: Scalable Deep Line Segment Detection Streamlined
- CVPR 2025SCFlow2: Plug-and-Play Object Pose Refiner with Shape-Constraint Scene Flow
- CVPR 2025SDBF: Steep-Decision-Boundary Fingerprinting for Hard-Label Tampering Detection of DNN Models
- CVPR 2025Search and Detect: Training-Free Long Tail Object Detection via Web-Image Retrieval
- CVPR 2025Secret Lies in Color: Enhancing AI-Generated Images Detection with Color Distribution Analysis
- CVPR 2025Seeing is Not Believing: Adversarial Natural Object Optimization for Hard-Label 3D Scene Attacks
- CVPR 2025SEEN-DA: SEmantic ENtropy guided Domain-aware Attention for Domain Adaptive Object Detection
- CVPR 2025SemAlign3D: Semantic Correspondence between RGB-Images through Aligning 3D Object-Class Representations
- CVPR 2025Semantic and Sequential Alignment for Referring Video Object Segmentation
- CVPR 2025SET: Spectral Enhancement for Tiny Object Detection
- CVPR 2025SGC-Net: Stratified Granular Comparison Network for Open-Vocabulary HOI Detection
- CVPR 2025Shift the Lens: Environment-Aware Unsupervised Camouflaged Object Detection
- CVPR 2025SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model
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。