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 1–50 of 152 papers

TitleStatusHype
Slicing Aided Hyper Inference and Fine-tuning for Small Object DetectionCode5
Visible-Thermal Tiny Object Detection: A Benchmark Dataset and BaselinesCode3
ESOD: Efficient Small Object Detection on High-Resolution ImagesCode2
self-prompting analogical reasoning for uav object detectionCode2
RemDet: Rethinking Efficient Model Design for UAV Object DetectionCode2
SuperYOLO: Super Resolution Assisted Object Detection in Multimodal Remote Sensing ImageryCode2
Cross-Layer Feature Pyramid Transformer for Small Object Detection in Aerial ImagesCode2
Roboflow 100: A Rich, Multi-Domain Object Detection BenchmarkCode2
HCF-Net: Hierarchical Context Fusion Network for Infrared Small Object DetectionCode2
Occupancy-MAE: Self-supervised Pre-training Large-scale LiDAR Point Clouds with Masked Occupancy AutoencodersCode2
Extended Feature Pyramid Network for Small Object DetectionCode1
A Normalized Gaussian Wasserstein Distance for Tiny Object DetectionCode1
Small-Object Detection in Remote Sensing Images with End-to-End Edge-Enhanced GAN and Object Detector NetworkCode1
Small Object Detection via Coarse-to-fine Proposal Generation and Imitation LearningCode1
An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object DetectionCode1
Structure-measure: A New Way to Evaluate Foreground MapsCode1
YOLO-Z: Improving small object detection in YOLOv5 for autonomous vehiclesCode1
UIU-Net: U-Net in U-Net for Infrared Small Object DetectionCode1
Towards Scene Understanding for Autonomous Operations on Airport ApronsCode1
Reducing Label Noise in Anchor-Free Object DetectionCode1
Real-time gun detection in CCTV: An open problemCode1
QueryDet: Cascaded Sparse Query for Accelerating High-Resolution Small Object DetectionCode1
Transformers in Small Object Detection: A Benchmark and Survey of State-of-the-ArtCode1
Constellation Dataset: Benchmarking High-Altitude Object Detection for an Urban IntersectionCode1
Unleashing the Power of Generic Segmentation Models: A Simple Baseline for Infrared Small Target DetectionCode1
Local Contrast and Global Contextual Information Make Infrared Small Object Salient AgainCode1
Local-Global Attention: An Adaptive Mechanism for Multi-Scale Feature IntegrationCode1
A Lightweight Insulator Defect Detection Model Based on Drone ImagesCode1
The Aircraft Context Dataset: Understanding and Optimizing Data Variability in Aerial DomainsCode1
SOD-YOLOv8 -- Enhancing YOLOv8 for Small Object Detection in Traffic ScenesCode1
FOOL: Addressing the Downlink Bottleneck in Satellite Computing with Neural Feature CompressionCode1
A Method for Detection of Small Moving Objects in UAV VideosCode1
FOVEA: Foveated Image Magnification for Autonomous NavigationCode1
FLAME Diffuser: Wildfire Image Synthesis using Mask Guided DiffusionCode1
A Comprehensive Approach for UAV Small Object Detection with Simulation-based Transfer Learning and Adaptive FusionCode1
HIC-YOLOv5: Improved YOLOv5 For Small Object DetectionCode1
Augmentation for small object detectionCode1
LSTFE-Net:Long Short-Term Feature Enhancement Network for Video Small Object DetectionCode1
3D Small Object Detection with Dynamic Spatial PruningCode1
MVA2023 Small Object Detection Challenge for Spotting Birds: Dataset, Methods, and ResultsCode1
Cascaded Zoom-in Detector for High Resolution Aerial ImagesCode1
Multimodal Transformer Using Cross-Channel attention for Object Detection in Remote Sensing ImagesCode1
Anchor Retouching via Model Interaction for Robust Object Detection in Aerial ImagesCode1
MWIRSTD: A MWIR Small Target Detection DatasetCode1
PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI SlicesCode1
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and MethodCode1
Deep Learning-Based Object Detection in Maritime Unmanned Aerial Vehicle Imagery: Review and Experimental ComparisonsCode0
Small Object Detection via Pixel Level Balancing With Applications to Blood Cell DetectionCode0
Sense Less, Generate More: Pre-training LiDAR Perception with Masked Autoencoders for Ultra-Efficient 3D SensingCode0
Rethinking Rotated Object Detection with Gaussian Wasserstein Distance LossCode0
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All datasetsSOD4SB Private TestSOD4SB Public TestBee4Exp Honeybee DetectionSODA-D

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
2GFL + Test Time AugmentationAP5073.1—Unverified
3DL method (YOLOv8 + Ensamble)AP5073.1—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