Open-vocabulary object detection

Benchmarks

Dataset Name	SOTA Method	Metric
OV-LVIS	LVDor (DeCLIP)	AP Novel40.9	71	1mo ago
OV-LVIS (val)	ExDet (DeCLIP)	APr40.1	57	1mo ago
LVIS v1 (val)	OWL-ST+FT	AP_r^b47.2	54	4mo ago
OV-LVIS v1.0 (test)	OV-DQUO	APr39.5	50	4mo ago
OV-COCO	CoT-PL	AP@50 (Novel)47.8	31	4mo ago
OV-COCO (test)	DeCo-DETR	AP50 (Novel)47.1	28	3mo ago
LVIS	LLMDet + FG-CLIP 2	APr42.1	26	2mo ago
OV-LVIS v1.0 (val)	DeCo-DETR	APr29.4	24	1mo ago
FG-OVD	DesCo + DSAA	Score (Hard Difficulty)52.9	16	2mo ago
OV-COCO (novel)	F-ViT+CLIPSelf	AP@50 (Novel)44.3	14	4mo ago
COCO OVD (Generalized (17 + 48))	CORA+	Novel AP5043.1	14	4mo ago
COCO subset	GRPO w. Max.	mAP@0.519.47	13	3mo ago
LVIS MDETR split (minival)	OWL-ST+FT	AP55.8	13	4mo ago
COCO (val)	OvarNet	AP50 (All)67.23	13	4mo ago
ODinW 13 (test)	GLIPv2	AP55.5	12	4mo ago
OV-COCO-C (test)	Baron	mAP@0.5 (Gauss)17.8	11	3mo ago
OV-COCO (val)	RALF	Novel-class mAP5041.3	11	3mo ago
LVIS (val)	MaMMUT	APr31	10	4mo ago
LVIS v1	UniDetector	AP (rare, box)29.3	9	4mo ago
NWPU (test)	Geo-R1	mAP (PL)29.39	8	3mo ago
COCO	Grounding DINO-T	AP (Novel)42.1	5	3mo ago
3FOVD NEU-171K-RP	GroundingDino	mAP7.6	5	3mo ago
3FOVD NEU-171K-C	LaMI-DETR	mAP9	5	3mo ago
COCO OVD (48 base 17 novel)	RegionCLIP + APT(v_i)	mAP (Novel)36.3	3	4mo ago
VAW (Visual Attributes in the Wild) (test)	LocOv	Novel AP67	3	4mo ago

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