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Object Detection
Object detection is a crucial task in the field of computer vision, aimed at identifying and locating specific objects within images. This task involves automatically detecting target objects in an image and returning their position and category information, which has significant application value in areas such as autonomous driving, security surveillance, and medical image analysis. The development of object detection technology has significantly enhanced machines' ability to understand complex environments, providing critical support for intelligent systems.
COCO test-dev
Centermask + ResNet101
COCO minival
Co-DETR
COCO-O
EVA
COCO 2017 val
Relation-DETR (Swin-L 2x)
PASCAL VOC 2007
YOLOv7+Inner-IoU
COCO 2017
retinanet
CrowdHuman (full body)
IterDet (Faster RCNN, ResNet50, 2 iterations)
CPPE-5
TridentNet
Waymo 2D detection all_ns f0val
YOLOX-L
Manga109-s 15test
YOLOX-L
PKU-DDD17-Car 
CAFR
USB (Standard USB 1.0 protocol)
UniverseNet-20.08
LVIS v1.0 val
Co-DETR (single-scale)
DSEC
SFCHD
YOLOv8+SCALE
GEN1 Detection
Spiking DenseNet121-124+SSD
SeaDronesSee
Synth Pretrained Faster R-CNN ResNeXt-101-FPN
UA-DETRAC
VSTAM
ODinW Full-Shot 13 Tasks
Grounding DINO 1.5 Pro
UAVDT
PRB-FPN
NAO
MSCOCO
PP-PicoDet-L
PASCAL VOC 2012
TBBR
Swin-T (ImageNet-1k pretrain)
AI-TOD
DNTR
LVIS v1.0 minival
GRAZPEDWRI-DX
YOLOv8x
STCrowd
MMPedestron
PeopleArt
InOutDoor 
BigDetection val
Cascade R-CNN (R50-FPN)
VisDrone-DET2019
Cascade R-CNN + NWD
EventPed
KITTI Cars Hard
iSAID
PANet++
Waymo Open Dataset
LeapMotor_Det
KITTI Cars Easy
KITTI Cars Moderate
WaterScenes
YOLOv8-M
India Driving Dataset
hybrid incremental net
WiderPerson
IterDet (Faster RCNN, ResNet50, 2 iterations)
Visual Genome
OoDIS
UGainS
MS COCO
MOAT-3 22K+1K
FlickrLogos-32
Logo-Yolo
VEDAI
GHOST
ODinW Full-shot 35 Tasks
SIXray
Optim [39] Lpixel
SpaceNet 2
IndustReal
YoloV8
Pascal VOC to Clipart1K
MILA
OpenImages-v6
Manga109
SA-Det-100k
Relation-DETR (ResNet50 1x)
Drone vs Bird
nuScenes
BIRANet(RGB+Radar)
PASCAL VOC 10%
DETReg (ours)
PKU-DDD17-Car
VisDrone - 10% labeled data
SSOD + Crop (L + U)
BDD100K
CityPersons
SUN-RGBD val
CDSSD
PASCAL VOC to Comic2k
CDDMSL
PASCAL VOC to Watercolor2k
Extended TACO-7
TexBiG 2022 test
STN PLAD
MS-PAD
Clipart1k
TexBiG 2023 test
DetectoRS + LAEM
COCO
CISOL - Track A - TD-TSR
KITTI Pedestrians Easy
KITTI Pedestrians Moderate
Multispectral Dataset
TarDAL
PASCAL VOC
TinyissimoYOLO-v8
LDD
Extended TACO-1
EfficientDet-D2
PASCAL VOC 2007 (15+5)
Faster R-CNN
VisDrone - 5% labeled data
LeukemiaAttri
BDD100K val
hybrid incremental net
ELEVATER
GLIP-T
LVIS v1.0
Waymo 2D detection all_ns test
UniverseNet
FLIR
MiPa
MUSES: MUlti-SEnsor Semantic perception dataset
Mask2Former (R50)
SpaceNet 1
YOLT
GMOT-40
iGDINO MAC-SORT
Watercolor2k
A Dataset of Multispectral Potato Plants Images
MSCOCO
Cityscapes to Foggy Cityscapes
EVD4UAV
Objects365
CISOL - Track B - TSR-only
AODRaw
Cascade RCNN (ConvNext-T, RAW pre-training)
KITTI Cyclists Hard
UAVVaste
C2A: Human Detection in Disaster Scenarios
Songdo Vision
Geo-trax
COCO+
RepPoints + Self-adaptation
COCO val2017
SHEL5K
YOLO
A2D
RL [10] Lpixel
KITTI Pedestrians Hard
LLVIP
SAR-AIRcraft-1.0
PGD-YOLOv8
AquaTrash
Aquavision
Drinking Waste Classification
Comic2k
Extragalactic Planetary Nebulae
PNe within NGC1380 & NGC1404
KITTI Cyclists Easy
10,000 People - Human Pose Recognition Data
GQA
KnowZRel
NII-CU MAPD
PASCAL VOC 2012 test
SynCo (ResNet-50) 200ep
KITTI Cyclists Moderate
MJU-Waste
DeepTrash
YOLOv5
CrowdHuman
S-RCNN+Ours
PASCAL Part 2010 - Animals
Attention-based Joint Detection of Object and Semantic Part
VisDrone- 1% labeled data