mlsanityData to 7 Oct 2026

Seq-NMS for Video Object Detection

arXiv 1602.08465 ↗First posted 26 Feb 2016cs.CVcited by 68

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Abstract (arXiv)

Video object detection is challenging because objects that are easily detected in one frame may be difficult to detect in another frame within the same clip. Recently, there have been major advances for doing object detection in a single image. These methods typically contain three phases: (i) object proposal generation (ii) object classification and (iii) post-processing. We propose a modification of the post-processing phase that uses high-scoring object detections from nearby frames to boost scores of weaker detections within the same clip. We show that our method obtains superior results to state-of-the-art single image object detection techniques. Our method placed 3rd in the video object detection (VID) task of the ImageNet Large Scale Visual Recognition Challenge 2015 (ILSVRC2015).

Key facts. Cited by 68 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Feb 2016.

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Citing papers per year: 2021: 21; 2022: 15; 2023: 16; 2024: 9; 2025: 3; 2026: 4.

68 papers.

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  1. 2021Crossover Learning for Fast Online Video Instance Segmentationcited by 83
  2. 2022TransVOD: End-to-End Video Object Detection with Spatial-Temporal Transformerscited by 78
  3. 2021Temporal RoI Align for Video Object Recognitioncited by 44
  4. 2023SceneGenie: Scene Graph Guided Diffusion Models for Image Synthesiscited by 41
  5. 2021End-to-End Video Object Detection with Spatial-Temporal Transformerscited by 40
  6. 2021TF-Blender: Temporal Feature Blender for Video Object Detectioncited by 37
  7. 2021Deep Learning for UAV-based Object Detection and Tracking: A Surveycited by 33
  8. 2023Compositional Prompt Tuning with Motion Cues for Open-vocabulary Video Relation Detectioncited by 22
  9. 2022YOLOV: Making Still Image Object Detectors Great at Video Object Detectioncited by 18
  10. 2021Video Relation Detection via Tracklet based Visual Transformercited by 17
  11. 2022PTSEFormer: Progressive Temporal-Spatial Enhanced TransFormer Towards Video Object Detectioncited by 17
  12. 2022A Guide to Image and Video based Small Object Detection using Deep Learning : Case Study of Maritime Surveillancecited by 14
38 more
  1. 2024MAMBA: Multi-level Aggregation via Memory Bank for Video Object Detectioncited by 13
  2. 2022QueryProp: Object Query Propagation for High-Performance Video Object Detectioncited by 12
  3. 2023DAMO-StreamNet: Optimizing Streaming Perception in Autonomous Drivingcited by 12
  4. 2022LongShortNet: Exploring Temporal and Semantic Features Fusion in Streaming Perceptioncited by 11
  5. 2023FAQ: Feature Aggregated Queries for Transformer-based Video Object Detectorscited by 10
  6. 2021BlockCopy: High-Resolution Video Processing with Block-Sparse Feature Propagation and Online Policiescited by 9
  7. 2023CML-MOTS: Collaborative Multi-task Learning for Multi-Object Tracking and Segmentationcited by 9
  8. 2021Video Relation Detection with Trajectory-aware Multi-modal Featurescited by 8
  9. 2022Spatio-Temporal Learnable Proposals for End-to-End Video Object Detectioncited by 8
  10. 2021Automated Rip Current Detection with Region based Convolutional Neural Networkscited by 7
  11. 2023Objects do not disappear: Video object detection by single-frame object location anticipationcited by 7
  12. 2021ACDnet: An action detection network for real-time edge computing based on flow-guided feature approximation and memory aggregationcited by 6
  13. 2022Survey: Exploiting Data Redundancy for Optimization of Deep Learningcited by 6
  14. 2022BoxMask: Revisiting Bounding Box Supervision for Video Object Detectioncited by 6
  15. 2021Real-Time and Accurate Object Detection in Compressed Video by Long Short-term Feature Aggregationcited by 5
  16. 2022DFA: Dynamic Feature Aggregation for Efficient Video Object Detectioncited by 5
  17. 2023Flying Bird Object Detection Algorithm in Surveillance Video Based on Motion Informationcited by 5
  18. 2024Efficient One-stage Video Object Detection by Exploiting Temporal Consistencycited by 5
  19. 2024Practical Video Object Detection via Feature Selection and Aggregationcited by 5
  20. 2021Real-time Bangla License Plate Recognition System for Low Resource Video-based Applicationscited by 4
  21. 2024Multi-resolution Rescored ByteTrack for Video Object Detection on Ultra-low-power Embedded Systemscited by 4
  22. 2021Temp-Frustum Net: 3D Object Detection with Temporal Fusioncited by 3
  23. 2021A semi-supervised self-training method to develop assistive intelligence for segmenting multiclass bridge elements from inspection videoscited by 3
  24. 2023Taking A Closer Look at Visual Relation: Unbiased Video Scene Graph Generation with Decoupled Label Learningcited by 3
  25. 2023Erasure-based Interaction Network for RGBT Video Object Detection and A Unified Benchmarkcited by 3
  26. 2023Identity-Consistent Aggregation for Video Object Detectioncited by 3
  27. 2021Learning to Track Object Position through Occlusioncited by 2
  28. 2022Explore Spatio-temporal Aggregation for Insubstantial Object Detection: Benchmark Dataset and Baselinecited by 2
  29. 2023OneAdapt: Fast Configuration Adaptation for Video Analytics Applications via Backpropagationcited by 2
  30. 2021What and When to Look?: Temporal Span Proposal Network for Video Relation Detectioncited by 1
  31. 20213D-FCT: Simultaneous 3D Object Detection and Tracking Using Feature Correlationcited by 1
  32. 2021TYolov5: A Temporal Yolov5 Detector Based on Quasi-Recurrent Neural Networks for Real-Time Handgun Detection in Videocited by 1
  33. 2023Triple Correlations-Guided Label Supplementation for Unbiased Video Scene Graph Generationcited by 1
  34. 2023YOLOv7 for Mosquito Breeding Grounds Detection and Trackingcited by 1
  35. 2023Open-Vocabulary Video Relation Extractioncited by 1
  36. 2024Video Relationship Detection Using Mixture of Expertscited by 1
  37. 2024SSGA-Net: Stepwise Spatial Global-local Aggregation Networks for for Autonomous Drivingcited by 1
  38. 2024Spatiotemporal Object Detection for Improved Aerial Vehicle Detection in Traffic Monitoringcited by 1

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