tiny-object-detection 开源项目推荐（28 个）

qaz812345 /TrackNetV3

论文实现 - TrackNetV3：通过增强和轨迹整流增强羽毛球跟踪

WindVChen /LEVIR-Ship

这是LEVIR-Ship的官方发布版本，该数据集用于中分辨率遥感图像中的微小船舶检测。

WindVChen /DRENet

用于遥感图像中微小船舶检测的DRENet（Degraded Reconstruction Enhancement Network）官方实现。

ucas-vg /TOV_mmdetection

包含 TinyBenchmark 的 mmdetection 版本。官方链接。

irfan112 /YOLO-TLP

YOLO-TLP：检测并分类边界框尺寸小于 15 像素的微小目标，性能优于其他单阶段检测器。实时应用中目标观测的最大分辨率。

Lausen-Ng /FSANet

FSANet：用于遥感图像微小目标检测的特征与空间对齐网络（TGRS 2022）

MMUZAMMUL /GOIS

Enhancing Tiny Object Detection Using Guided Object Inference Slicing (GOIS): An Efficient Dynamic Adaptive Framework for Fine-Tuned and Non-Fine-Tuned Deep Learning Models

kunzhan /CKS_Pancreas

ICIP 2023: Pancreas Segmentation

mramanindia /Rice_grains_Analysis

Counting rice grain and detecting the broken rice grains in the image. Solving the Touching grain problems using WaterShed algorithm.

HuixinSun /SET

Official implementation of SET: Spectral Enhancement for Tiny Object Detection (CVPR 2025).

Lausen-Ng /LR-TSDet

LR-TSDet: Towards Tiny Ship Detection in Low-Resolution Remote Sensing Images (Remote Sens. 2021)

manhcuong02 /All-Day-Vehicle-Detection

This repository is used for detecting vehicles both during the day and at night

AirBirdsData /airbirdsdata.github.io

[ACCV 2022] AirBirds: A Large-scale Dataset for Bird Strike Prevention in Real-world Airports

NadavCherry /SpeckLock

See the drone, then hit it — finding a 3-14 pixel drone in 720p video from a moving camera, then closing on it with camera-only proportional-navigation guidance. Detection measured on real video; interception closed-loop in Isaac Sim.

hritik-saini /Yolov6-Sort

Using Yolov6-nano to detect tennis ball and apply sort algorithm to track the ball in real-time

anthonyweidai /SFCNet

[TASE 2024] SFCNet: Automated Non-Invasive Analysis of Motile Sperms Using Sperm Feature-Correlated Network

auniquesun /AirBirds

[ACCV 2022] AirBirds: A Large-scale Dataset for Bird Strike Prevention in Real-world Airports

fims9000 /railway-vision-robustness

Reproducible scene-level evaluation of railway object detectors, small-object generalization, adversarial robustness, and T-norm representation diagnostics.

Seven-zxy /UAV-Tiny-Object-Detection

Research on tiny-object detection for UAV aerial imagery, featuring ECA-HGNetv2 backbone enhancement.(Zhejiang Provincial Sci-Tech Innovation Program 2025)

matejpopovski /skytally

Hand-built anchor-free detector, ByteTrack-style tracker and line counter for tiny objects in drone footage, trained on VisDrone with PyTorch MPS. mAP cross-checked against pycocotools.