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Object Detection

FCHD: Fast, Accurate Head Detection for Crowded Scenes Without Heavy Compute

FCHD: Fast, Accurate Head Detection for Crowded Scenes Without Heavy Compute 646

Detecting human heads in dense, real-world environments—like subway platforms, concerts, or retail stores—is a surprisingly tough problem in computer vision.…

01/13/2026Crowd Analysis, Head Detection, Object Detection
PytorchInsight: Boost CNN Performance with Lightweight, Plug-and-Play Attention Modules for Vision Tasks

PytorchInsight: Boost CNN Performance with Lightweight, Plug-and-Play Attention Modules for Vision Tasks 871

PytorchInsight is a practical, research-oriented PyTorch library designed to accelerate deep learning development—especially for computer vision practitioners who need reliable,…

01/13/2026CNN Attention Mechanisms, Image Classification, Object Detection
SARDet-100K: The First COCO-Scale Open Benchmark for Multi-Class SAR Object Detection

SARDet-100K: The First COCO-Scale Open Benchmark for Multi-Class SAR Object Detection 660

Synthetic Aperture Radar (SAR) imaging offers a unique advantage: it works reliably in all weather conditions, day or night, making…

01/13/2026Domain Adaptation, Object Detection, Remote Sensing
YOLOv13: Boost Real-Time Object Detection Accuracy Without Sacrificing Speed or Efficiency

YOLOv13: Boost Real-Time Object Detection Accuracy Without Sacrificing Speed or Efficiency 827

For engineers, researchers, and product teams building real-time vision systems—whether for surveillance cameras, autonomous drones, or mobile apps—achieving high detection…

01/05/2026Edge AI, Object Detection, Real-time Computer Vision
DocLayout-YOLO: Real-Time, High-Accuracy Document Layout Detection Without the Speed-Accuracy Trade-Off

DocLayout-YOLO: Real-Time, High-Accuracy Document Layout Detection Without the Speed-Accuracy Trade-Off 1870

Document layout analysis (DLA) is a foundational task in building real-world document understanding systems—whether you’re extracting structured data from invoices,…

01/04/2026Document Layout Analysis, Document Understanding, Object Detection
RFBNet: High-Accuracy, Real-Time Object Detection Without Heavy Backbones

RFBNet: High-Accuracy, Real-Time Object Detection Without Heavy Backbones 1422

When building real-world computer vision systems—whether for autonomous drones, industrial inspection, or mobile apps—one of the toughest trade-offs is between…

12/27/2025Edge AI, Object Detection, Real-Time Inference
GCNet: Boost Vision Models with Lightweight Global Context for Better Accuracy and Efficiency

GCNet: Boost Vision Models with Lightweight Global Context for Better Accuracy and Efficiency 1217

If you’ve worked on computer vision tasks like object detection or instance segmentation, you’ve likely encountered the challenge of modeling…

12/27/2025Global Context Modeling, Instance Segmentation, Object Detection
VMamba: A Linear-Time Vision Backbone for High-Resolution, Scalable Computer Vision Tasks

VMamba: A Linear-Time Vision Backbone for High-Resolution, Scalable Computer Vision Tasks 2969

In the rapidly evolving landscape of computer vision, model efficiency and scalability are no longer optional—they’re essential. Enter VMamba, a…

12/26/2025Image Classification, Object Detection, Semantic Segmentation
MambaVision: Achieve SOTA Image Classification & Downstream Vision Tasks with Hybrid Mamba-Transformer Efficiency

MambaVision: Achieve SOTA Image Classification & Downstream Vision Tasks with Hybrid Mamba-Transformer Efficiency 1946

If you’re building computer vision systems that demand both high accuracy and real-world efficiency—without getting bogged down in architectural complexity—MambaVision…

12/26/2025Image Classification, Object Detection, Semantic Segmentation
YOLOv6: Real-Time Object Detection Optimized for Speed, Accuracy, and Industrial Deployment

YOLOv6: Real-Time Object Detection Optimized for Speed, Accuracy, and Industrial Deployment 5869

YOLOv6 is a high-performance, single-stage object detection framework developed by Meituan with a strong emphasis on real-world industrial applications. Unlike…

12/26/2025Edge AI, Object Detection, Real-Time Inference

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