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 49 / 57 页
- CVPR 2023DETRs With Hybrid Matching
- CVPR 2023DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection
- CVPR 2023DIP: Dual Incongruity Perceiving Network for Sarcasm Detection
- CVPR 2023Discriminating Known From Unknown Objects via Structure-Enhanced Recurrent Variational AutoEncoder
- CVPR 2023Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object Detection
- CVPR 2023Distilling Focal Knowledge From Imperfect Expert for 3D Object Detection
- CVPR 2023Diversity-Measurable Anomaly Detection
- CVPR 2023Divide and Conquer: Answering Questions With Object Factorization and Compositional Reasoning
- CVPR 2023Doubly Right Object Recognition: A Why Prompt for Visual Rationales
- CVPR 2023Dynamic Coarse-To-Fine Learning for Oriented Tiny Object Detection
- CVPR 2023Dynamic Graph Learning With Content-Guided Spatial-Frequency Relation Reasoning for Deepfake Detection
- CVPR 2023DynamicDet: A Unified Dynamic Architecture for Object Detection
- CVPR 2023EFEM: Equivariant Neural Field Expectation Maximization for 3D Object Segmentation Without Scene Supervision
- CVPR 2023Efficient Movie Scene Detection Using State-Space Transformers
- CVPR 2023Egocentric Audio-Visual Object Localization
- CVPR 2023Egocentric Auditory Attention Localization in Conversations
- CVPR 2023End-to-End 3D Dense Captioning With Vote2Cap-DETR
- CVPR 2023Enhanced Training of Query-Based Object Detection via Selective Query Recollection
- CVPR 2023Evading DeepFake Detectors via Adversarial Statistical Consistency
- CVPR 2023EVAL: Explainable Video Anomaly Localization
- CVPR 2023Explicit Boundary Guided Semi-Push-Pull Contrastive Learning for Supervised Anomaly Detection
- CVPR 2023Exploiting Completeness and Uncertainty of Pseudo Labels for Weakly Supervised Video Anomaly Detection
- CVPR 2023expOSE: Accurate Initialization-Free Projective Factorization Using Exponential Regularization
- CVPR 2023Feature Aggregated Queries for Transformer-Based Video Object Detectors
- CVPR 2023Feature Shrinkage Pyramid for Camouflaged Object Detection With Transformers
- CVPR 2023Focus on Details: Online Multi-Object Tracking With Diverse Fine-Grained Representation
- CVPR 2023FrustumFormer: Adaptive Instance-Aware Resampling for Multi-View 3D Detection
- CVPR 2023GANmouflage: 3D Object Nondetection With Texture Fields
- CVPR 2023GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable Parts
- CVPR 2023Gaussian Label Distribution Learning for Spherical Image Object Detection
- CVPR 2023GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection
- CVPR 2023Generalized UAV Object Detection via Frequency Domain Disentanglement
- CVPR 2023Generating Anomalies for Video Anomaly Detection With Prompt-Based Feature Mapping
- CVPR 2023Generating Features With Increased Crop-Related Diversity for Few-Shot Object Detection
- CVPR 2023GraVoS: Voxel Selection for 3D Point-Cloud Detection
- CVPR 2023gSDF: Geometry-Driven Signed Distance Functions for 3D Hand-Object Reconstruction
- CVPR 2023Harmonious Feature Learning for Interactive Hand-Object Pose Estimation
- CVPR 2023Harmonious Teacher for Cross-Domain Object Detection
- CVPR 2023Hierarchical Fine-Grained Image Forgery Detection and Localization
- CVPR 2023Hierarchical Semantic Contrast for Scene-Aware Video Anomaly Detection
- CVPR 2023Hierarchical Supervision and Shuffle Data Augmentation for 3D Semi-Supervised Object Detection
- CVPR 2023HOICLIP: Efficient Knowledge Transfer for HOI Detection With Vision-Language Models
- CVPR 2023HS-Pose: Hybrid Scope Feature Extraction for Category-Level Object Pose Estimation
- CVPR 2023Hybrid Active Learning via Deep Clustering for Video Action Detection
- CVPR 2023Implicit Identity Driven Deepfake Face Swapping Detection
- CVPR 2023Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection Generalization
- CVPR 2023In-Hand 3D Object Scanning From an RGB Sequence
- CVPR 2023Indiscernible Object Counting in Underwater Scenes
- CVPR 2023Inferring and Leveraging Parts From Object Shape for Improving Semantic Image Synthesis
- CVPR 2023Instance Relation Graph Guided Source-Free Domain Adaptive 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。