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A collection of some awesome video object detection series projects.

Awesome-Video-Object-Detection

Awesome

🔥🔥🔥 This repository lists some awesome video object detection series projects.

Contents

Frameworks

  • NoScope : "Noscope: optimizing neural network queries over video at scale". (arXiv 2017)

  • FGFA : "Flow-Guided Feature Aggregation for Video Object Detection". (ICCV 2017)

  • STSN : "Object Detection in Video with Spatiotemporal Sampling Networks". (ECCV 2018)

  • MANet : "Fully Motion-Aware Network for Video Object Detection". (ECCV 2018)

  • RDN: "Relation Distillation Networks for Video Object Detection". (ICCV 2019)

  • MGA : "Motion Guided Attention for Video Salient Object Detection". (ICCV 2019)

  • SELSA : "Sequence level semantics aggregation for video object detection". (ICCV 2019)

  • LSTS : "Learning Where to Focus for Efficient Video Object Detection". (ECCV 2020)

  • HVR-Net : "Mining Inter-Video Proposal Relations for Video Object Detection". (ECCV 2020)

  • MEGA : "Memory enhanced global-local aggregation for video object detection". (CVPR 2020)

  • PyramidCSA : "Pyramid constrained self-attention network for fast video salient object detection". (AAAI 2020)

  • REPP : "Robust and efficient post-processing for video object detection". (IROS 2020)

  • FFAVOD : "FFAVOD: Feature fusion architecture for video object detection". (Pattern Recognition Letters, 2021)

  • STMTrack : "STMTrack: Template-free Visual Tracking with Space-time Memory Networks". (CVPR 2021)

  • TraDeS : "Track to Detect and Segment: An Online Multi-Object Tracker". (CVPR 2021)

  • TROIA : "Temporal ROI Align for Video Object Recognition". (AAAI 2021)

  • MeGA-CDA: "MeGA-CDA: Memory Guided Attention for Category-Aware Unsupervised Domain Adaptive Object Detection". (CVPR 2021)

  • SSTVOS : "SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation". (CVPR 2021)

  • TransVOD : "End-to-End Video Object Detection with Spatial-Temporal Transformers". (ACM 2021)

  • qianyuzqy/TransVOD_Lite : (TPAMI 2023) TransVOD:End-to-End Video Object Detection with Spatial-Temporal Transformers (implementations of TransVOD Lite).

  • VidVRD : "Video Relation Detection via Tracklet based Visual Transformer". (ACM 2021)

  • DSFNet : "DSFNet: Dynamic and Static Fusion Network for Moving Object Detection in Satellite Videos". (IEEE Geoscience and Remote Sensing Letters 2021)

  • MAMBA : Self implementation of AAAI21 paper MAMBA for video object detection. "MAMBA: Multi-level Aggregation via Memory Bank for Video Object Detection". (AAAI 2021)

  • STFT : "Multi-frame Collaboration for Effective Endoscopic Video Polyp Detection via Spatial-Temporal Feature Transformation". (MICCAI 2021)

  • TAdaConv : "TAda! Temporally-Adaptive Convolutions for Video Understanding". (ICLR 2022)

  • TCTrack : "TCTrack: Temporal Contexts for Aerial Tracking". (CVPR 2022)

  • SLT-Net : "Implicit Motion Handling for Video Camouflaged Object Detection". (CVPR 2022)

  • StreamYOLO : "Real-time Object Detection for Streaming Perception". (CVPR 2022)

  • suyukun666/UFO : "A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection". (arXiv 2022)

  • QueryProp: "QueryProp: Object Query Propagation for High-Performance Video Object Detection". (AAAI 2022)

  • YOLOV : "YOLOV: Making Still Image Object Detectors Great at Video Object Detection". (arXiv 2022)