mlsanityData to 14 Oct 2026

Towards High Performance Video Object Detection

arXiv 1711.11577 ↗First posted 30 Nov 2017cs.CVcited by 60

Not on the map. Why?

Abstract (arXiv)

There has been significant progresses for image object detection in recent years. Nevertheless, video object detection has received little attention, although it is more challenging and more important in practical scenarios. Built upon the recent works, this work proposes a unified approach based on the principle of multi-frame end-to-end learning of features and cross-frame motion. Our approach extends prior works with three new techniques and steadily pushes forward the performance envelope (speed-accuracy tradeoff), towards high performance video object detection.

Key facts. Cited by 60 papers in the map (data through 14 Oct 2026). First posted on arXiv 30 Nov 2017.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 17; 2022: 18; 2023: 10; 2024: 8; 2025: 4; 2026: 3.

60 papers.

Sort:

  1. 2022BEVDet4D: Exploit Temporal Cues in Multi-camera 3D Object Detectioncited by 341
  2. 2023FlowFormer++: Masked Cost Volume Autoencoding for Pretraining Optical Flow Estimationcited by 114
  3. 2023VideoFlow: Exploiting Temporal Cues for Multi-frame Optical Flow Estimationcited by 82
  4. 2022TransVOD: End-to-End Video Object Detection with Spatial-Temporal Transformerscited by 78
  5. 2021Temporal RoI Align for Video Object Recognitioncited by 44
  6. 2021End-to-End Video Object Detection with Spatial-Temporal Transformerscited by 40
  7. 2022Monocular 3D Object Detection with Depth from Motioncited by 38
  8. 2021TF-Blender: Temporal Feature Blender for Video Object Detectioncited by 37
  9. 2022Tracking Objects as Pixel-wise Distributionscited by 37
  10. 2021Deep Learning for UAV-based Object Detection and Tracking: A Surveycited by 33
  11. 2021Skip-Convolutions for Efficient Video Processingcited by 32
  12. 2021FOVEA: Foveated Image Magnification for Autonomous Navigationcited by 32
38 more
  1. 2024Video Super-Resolution Transformer with Masked Inter&Intra-Frame Attentioncited by 29
  2. 2022DeltaCNN: End-to-End CNN Inference of Sparse Frame Differences in Videoscited by 18
  3. 2022YOLOV: Making Still Image Object Detectors Great at Video Object Detectioncited by 18
  4. 2021Improving Video Instance Segmentation via Temporal Pyramid Routingcited by 13
  5. 2022SALISA: Saliency-based Input Sampling for Efficient Video Object Detectioncited by 12
  6. 2022QueryProp: Object Query Propagation for High-Performance Video Object Detectioncited by 12
  7. 2022LongShortNet: Exploring Temporal and Semantic Features Fusion in Streaming Perceptioncited by 12
  8. 2021Boggart: Towards General-Purpose Acceleration of Retrospective Video Analyticscited by 10
  9. 2023CML-MOTS: Collaborative Multi-task Learning for Multi-Object Tracking and Segmentationcited by 9
  10. 2023Smart City Transportation: Deep Learning Ensemble Approach for Traffic Accident Detectioncited by 8
  11. 2024Simultaneous Detection and Interaction Reasoning for Object-Centric Action Recognitioncited by 8
  12. 2021Few-Shot Video Object Detectioncited by 7
  13. 2023Objects do not disappear: Video object detection by single-frame object location anticipationcited by 7
  14. 2022Survey: Exploiting Data Redundancy for Optimization of Deep Learningcited by 6
  15. 2022BoxMask: Revisiting Bounding Box Supervision for Video Object Detectioncited by 6
  16. 2022Fewer is More: Efficient Object Detection in Large Aerial Imagescited by 6
  17. 2021Real-Time and Accurate Object Detection in Compressed Video by Long Short-term Feature Aggregationcited by 5
  18. 2021Motion Vector Extrapolation for Video Object Detectioncited by 5
  19. 2021Event Neural Networkscited by 5
  20. 2022MotionDeltaCNN: Sparse CNN Inference of Frame Differences in Moving Camera Videoscited by 5
  21. 2023Flying Bird Object Detection Algorithm in Surveillance Video Based on Motion Informationcited by 5
  22. 2024Practical Video Object Detection via Feature Selection and Aggregationcited by 5
  23. 2023Traffic Video Object Detection using Motion Priorcited by 4
  24. 2022Real-Time Robust Video Object Detection System Against Physical-World Adversarial Attackscited by 3
  25. 2023Identity-Consistent Aggregation for Video Object Detectioncited by 3
  26. 2024A Flying Bird Object Detection Method for Surveillance Videocited by 3
  27. 2024Transtreaming: Adaptive Delay-aware Transformer for Real-time Streaming Perceptioncited by 3
  28. 2021Learning to Track Object Position through Occlusioncited by 2
  29. 2021Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directionscited by 2
  30. 2022Explore Spatio-temporal Aggregation for Insubstantial Object Detection: Benchmark Dataset and Baselinecited by 2
  31. 2025A Comprehensive Survey on Video Scene Parsing:Advances, Challenges, and Prospectscited by 2
  32. 2022Efficient Video Segmentation Models with Per-frame Inferencecited by 1
  33. 2022FasterVideo: Efficient Online Joint Object Detection And Trackingcited by 1
  34. 2023Object Detection Difficulty: Suppressing Over-aggregation for Faster and Better Video Object Detectioncited by 1
  35. 2023Context Enhanced Transformer for Single Image Object Detectioncited by 1
  36. 2024SSGA-Net: Stepwise Spatial Global-local Aggregation Networks for for Autonomous Drivingcited by 1
  37. 2024Beyond Boxes: Mask-Guided Spatio-Temporal Feature Aggregation for Video Object Detectioncited by 1
  38. 2025Gaseous Object Detectioncited by 1

50 most cited of 60 All 60 (JSON)