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 12 / 23 页
- CVPR 2024AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error
- CVPR 2024AIDE: An Automatic Data Engine for Object Detection in Autonomous Driving
- CVPR 2024An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains
- CVPR 2024Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection
- CVPR 2024AnyDoor: Zero-shot Object-level Image Customization
- CVPR 2024Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features
- CVPR 2024Benchmarking the Robustness of Temporal Action Detection Models Against Temporal Corruptions
- CVPR 2024BEVNeXt: Reviving Dense BEV Frameworks for 3D Object Detection
- CVPR 2024BEVSpread: Spread Voxel Pooling for Bird's-Eye-View Representation in Vision-based Roadside 3D Object Detection
- CVPR 2024Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning
- CVPR 2024Bilateral Adaptation for Human-Object Interaction Detection with Occlusion-Robustness
- CVPR 2024Boosting Object Detection with Zero-Shot Day-Night Domain Adaptation
- CVPR 2024Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
- CVPR 2024Brush2Prompt: Contextual Prompt Generator for Object Inpainting
- CVPR 2024CaKDP: Category-aware Knowledge Distillation and Pruning Framework for Lightweight 3D Object Detection
- CVPR 2024CAM Back Again: Large Kernel CNNs from a Weakly Supervised Object Localization Perspective
- CVPR 2024CAT: Exploiting Inter-Class Dynamics for Domain Adaptive Object Detection
- CVPR 2024Causal Mode Multiplexer: A Novel Framework for Unbiased Multispectral Pedestrian Detection
- CVPR 2024CMA: A Chromaticity Map Adapter for Robust Detection of Screen-Recapture Document Images
- CVPR 2024CN-RMA: Combined Network with Ray Marching Aggregation for 3D Indoor Object Detection from Multi-view Images
- CVPR 2024Coherence As Texture - Passive Textureless 3D Reconstruction by Self-interference
- CVPR 2024Commonsense Prototype for Outdoor Unsupervised 3D Object Detection
- CVPR 2024Composing Object Relations and Attributes for Image-Text Matching
- CVPR 2024Confronting Ambiguity in 6D Object Pose Estimation via Score-Based Diffusion on SE(3)
- CVPR 2024Contrastive Learning for DeepFake Classification and Localization via Multi-Label Ranking
- CVPR 2024CORE-MPI: Consistency Object Removal with Embedding MultiPlane Image
- CVPR 2024CORES: Convolutional Response-based Score for Out-of-distribution Detection
- CVPR 2024CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection
- CVPR 2024CRKD: Enhanced Camera-Radar Object Detection with Cross-modality Knowledge Distillation
- CVPR 2024CrossKD: Cross-Head Knowledge Distillation for Object Detection
- CVPR 2024CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers
- CVPR 2024D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
- CVPR 2024Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework
- CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
- CVPR 2024Decoupled Pseudo-labeling for Semi-Supervised Monocular 3D Object Detection
- CVPR 2024Delving into the Trajectory Long-tail Distribution for Muti-object Tracking
- CVPR 2024Depth-Aware Concealed Crop Detection in Dense Agricultural Scenes
- CVPR 2024DetCLIPv3: Towards Versatile Generative Open-vocabulary Object Detection
- CVPR 2024DETRs Beat YOLOs on Real-time Object Detection
- CVPR 2024DiaLoc: An Iterative Approach to Embodied Dialog Localization
- CVPR 2024DiffForensics: Leveraging Diffusion Prior to Image Forgery Detection and Localization
- CVPR 2024DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction
- CVPR 2024DiffusionTrack: Point Set Diffusion Model for Visual Object Tracking
- CVPR 2024DIOD: Self-Distillation Meets Object Discovery
- CVPR 2024Discovering Syntactic Interaction Clues for Human-Object Interaction Detection
- CVPR 2024Discriminability-Driven Channel Selection for Out-of-Distribution Detection
- CVPR 2024Disentangled Pre-training for Human-Object Interaction Detection
- CVPR 2024Domain Separation Graph Neural Networks for Saliency Object Ranking
- CVPR 2024Dual DETRs for Multi-Label Temporal Action Detection
- CVPR 2024Dual Pose-invariant Embeddings: Learning Category and Object-specific Discriminative Representations for Recognition and Retrieval
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。