SOTAVerified

Small Object Detection

Small Object Detection is a computer vision task that involves detecting and localizing small objects in images or videos. This task is challenging due to the small size and low resolution of the objects, as well as other factors such as occlusion, background clutter, and variations in lighting conditions.

( Image credit: Feature-Fused SSD )

Papers

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Showing 51–100 of 152 papers

TitleStatusHype
Feature-Fused SSD: Fast Detection for Small ObjectsCode0
PanSR: An Object-Centric Mask Transformer for Panoptic SegmentationCode0
YOLO-Ant: A Lightweight Detector via Depthwise Separable Convolutional and Large Kernel Design for Antenna Interference Source DetectionCode0
IDD-YOLOv5: A Lightweight Insulator Defect Real-time Detection AlgorithmCode0
Select-Mosaic: Data Augmentation Method for Dense Small Object ScenesCode0
Dr^2Net: Dynamic Reversible Dual-Residual Networks for Memory-Efficient FinetuningCode0
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and BeyondCode0
Rethinking Rotated Object Detection with Gaussian Wasserstein Distance LossCode0
Small Object Detection via Pixel Level Balancing With Applications to Blood Cell DetectionCode0
MDSSD: Multi-scale Deconvolutional Single Shot Detector for Small ObjectsCode0
Mind the Pad -- CNNs can Develop Blind SpotsCode0
Review of data analysis in vision inspection of power lines with an in-depth discussion of deep learning technology—0
Robust infrared small target detection using self-supervised and a contrario paradigms—0
Robust Small Object Detection on the Water Surface Through Fusion of Camera and Millimeter Wave Radar—0
S^3AD: Semi-supervised Small Apple Detection in Orchard Environments—0
ScaleKD: Distilling Scale-Aware Knowledge in Small Object Detector—0
Self-Supervised Learning for Real-World Object Detection: a Survey—0
SL-YOLO: A Stronger and Lighter Drone Target Detection Model—0
Flying Bird Object Detection Algorithm in Surveillance Video Based on Motion Information—0
Small Object Detection: A Comprehensive Survey on Challenges, Techniques and Real-World Applications—0
Small Object Detection Based on Modified FSSD and Model Compression—0
Small Object Detection by DETR via Information Augmentation and Adaptive Feature Fusion—0
Small Object Detection for Birds with Swin Transformer—0
Small Object Detection for Indoor Assistance to the Blind using YOLO NAS Small and Super Gradients—0
Small Object Detection for Near Real-Time Egocentric Perception in a Manual Assembly Scenario—0
Small Object Detection using Context and Attention—0
Small Object Detection using Deep Learning—0
Small traffic sign detection from large image—0
SOAR: Advancements in Small Body Object Detection for Aerial Imagery Using State Space Models and Programmable Gradients—0
SOD-MTGAN: Small Object Detection via Multi-Task Generative Adversarial Network—0
Spatio-temporal Tubelet Feature Aggregation and Object Linking in Videos—0
SWIPENET: Object detection in noisy underwater images—0
The Power of Tiling for Small Object Detection—0
TinyDet: Accurate Small Object Detection in Lightweight Generic Detectors—0
Towards Large-Scale Small Object Detection: Survey and Benchmarks—0
Underwater object detection using Invert Multi-Class Adaboost with deep learning—0
Video text tracking for dense and small text based on pp-yoloe-r and sort algorithm—0
XS-VID: An Extremely Small Video Object Detection Dataset—0
YOLO-LLTS: Real-Time Low-Light Traffic Sign Detection via Prior-Guided Enhancement and Multi-Branch Feature Interaction—0
YOLO-TLA: An Efficient and Lightweight Small Object Detection Model based on YOLOv5—0
YOLOv5-Based Object Detection for Emergency Response in Aerial Imagery—0
MASF-YOLO: An Improved YOLOv11 Network for Small Object Detection on Drone View—0
3D Regression Neural Network for the Quantification of Enlarged Perivascular Spaces in Brain MRI—0
Active-O3: Empowering Multimodal Large Language Models with Active Perception via GRPO—0
A Guide to Image and Video based Small Object Detection using Deep Learning : Case Study of Maritime Surveillance—0
An advanced YOLOv3 method for small object detection—0
Analysis of Object Detection Models for Tiny Object in Satellite Imagery: A Dataset-Centric Approach—0
A novel Multi to Single Module for small object detection—0
Application of YOLOv8 in monocular downward multiple Car Target detection—0
Automatic detection of aerial survey ground control points based on Yolov5-OBB—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Weighted Box Fusion (WBF)AP5030.3—Unverified
2GFL + Test Time AugmentationAP5023.7—Unverified
3DL method (YOLOv8 + Ensamble)AP5022.9—Unverified
4Swin Transformer + Hierarchical designAP5022.6—Unverified
5E2 method (Normalized Gaussian Wasserstein Distance + Switch Hard Augmentation + Multi scale train + Weight Moving Average + CenterNet + VarifocalNet)AP5022.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Weighted Box Fusion (WBF)AP5077.6—Unverified
2DL method (YOLOv8 + Ensamble)AP5073.1—Unverified
3GFL + Test Time AugmentationAP5073.1—Unverified
4Swin Transformer + Hierarchical designAP5070.2—Unverified
5E2 method (Normalized Gaussian Wasserstein Distance + Switch Hard Augmentation + Multi scale train + Weight Moving Average + CenterNet + VarifocalNet)AP5069.6—Unverified
#ModelMetricClaimedVerifiedStatus
1BeeDetectorAverage F10.86—Unverified
#ModelMetricClaimedVerifiedStatus
1CFINetmAP@0.5:0.9530.7—Unverified