Awesome Box-supervised Instance Segmentation.

NOTE: If I miss some paper, plese feel free to submit a Pull Request.

2023

Methods	Publication	Supervision	paper	code	dataset
BoxSnake	ICCV2023	Box	paper	code	COCO, Cityscapes
SIM	CVPR2023	Box	paper	code	COCO, VOC
BoxTeacher	CVPR2023	Box	paper	code	COCO, VOC, Cityscapes
Mask Auto-Labeler	CVPR2023	Box	paper	code	COCO, LVIS

2022

Methods	Publication	Supervision	paper	code	dataset
Box2Mask	ArXiv2022	Box	paper	code	COCO, VOC, iSAID, LiTS
AsyInst	ArXiv2022	Box	paper	-	Cityscapes, iSAID
Zhang et al.	PR2022	Box/Scribble	paper	-	COCO, VOC
BoxLevelSet	ECCV2022	Box	paper	code	COCO, VOC, iSAID, etc

2021

Methods	Publication	Supervision	paper	code	dataset
DiscoBox	ICCV2021	Box	paper	code	COCO,VOC
BoxInst	CVPR2021	Box	paper	code	COCO,VOC
BBAM	CVPR2021	Box	paper	code	COCO, VOC
BoxCaseg	CVPR2021	Box+Sailency	paper	code	COCO, VOC
A^2GNN	TPAMI2021	Box	paper	code	COCO, VOC

2020

Methods	Publication	Supervision	paper	code	dataset
Arun et al.	ECCV2020	Box	paper	-	VOC
Sun et al.	IEEE Acess2020	Box	paper	-	VOC

2019

Methods	Publication	Supervision	paper	code	dataset
BBTP	NIPS2019	Box	paper	code	COCO,VOC

2017

Methods	Publication	Supervision	paper	code	dataset
SDI	CVPR2017	Box	paper	code	VOC

Related Paper

• Point-supervised Panoptic segmentation

Methods	Publication	Supervision	paper	code	dataset
Point2Mask	ICCV2023	point	paper	code	Pascal VOC， COCO
PSPS	ECCV2022	point	paper	code	Pascal VOC， COCO

• Point-supervised Instance segmentation

Methods	Publication	Supervision	paper	code	dataset
AttentionShift	CVPR2023	point	paper	code	Pascal VOC, COCO
BESTIE	CVPR2022	point	paper	code	Pascal VOC, COCO

• Box-supervised Video Instance segmentation

Methods	Publication	Supervision	paper	code	dataset
BoxVIS	ArXiv2023	box	paper	Code	YouTube-VIS, OVIS
MaskfreeVIS	CVPR2023	box	paper	Code	YouTube-VIS, OVIS, BDD100K MOTS

• Instance segmentation with box+points supervision

Methods	Publication	Supervision	paper	code	dataset
LWSIS	AAAI2023	Box+ points for LiDAR	paper	code	nuInsSeg(based nuScenes)
APIS	ECCV2022	Box+7/10Points	paper	code	COCO
PointSup	CVPR2022	Box+10Points	paper	code	COCO

• Rotate object detection with the genenral horizontal box supervision

Methods	Publication	Supervision	paper	code	dataset
H2RBox-v2	ArXiv	horizontal box	paper	code	DOTA, HRSC, FAIR1M
H2RBox	ICLR2023	horizontal box	paper	code	DOTA, DIOR

• Instance segmentation with image-level supervision

Methods	Publication	Supervision	paper	code	dataset
EM-Paste	ArXiv2022	image-level	paper	-	COCO,VOC