List your company
ResearchFormerly WizWand

Object Detection on LVIS zero-shot (mini val)

31.9AP (Common)YOLO-World-L (FP32)
8.60414.65220.726.748Mar 6, 2026Mar 21, 2026Apr 5, 2026Apr 21, 2026May 6, 2026May 21, 2026Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
YOLO-World-L (FP32)Bits=FP32, Size(MB)=181.4, BOPs(T)=98.39, Evaluation Protocol=LVIS fixed AP protocol2026.0331.932.923.635.5
YOLO-World-X (FP32)Bits=FP32, Size(MB)=281.11, BOPs(T)=149.08, Evaluation Protocol=LVIS fixed AP protocol2026.0331.533.424.436.6
YOLO-World-M (FP32)Bits=FP32, Size(MB)=110.88, BOPs(T)=51.82, Evaluation Protocol=LVIS fixed AP protocol2026.0326.628.619.731.9
RTVPPre-trained Data=O365,GlodG, Zero-shot=true2026.0623.426.819.530.7
RTVPPre-trained Data=O365, Zero-shot=true2026.0622.424.117.327.9
YOLO-W-sPre-trained Data=O365,GlodG, Zero-shot=true2026.0621.724.216.427.8
YOLO-WPre-trained Data=O365, Zero-shot=true2026.0621.123.516.227
ViLDPre-trained Data=O365, Zero-shot=true2026.0620——28.3
Grounding-Dino-TPre-trained Data=O365,GlodG, Zero-shot=true2026.0619.625.614.432.2
GLIP-TPre-trained Data=O365,GlodG, Zero-shot=true2026.0619.524.917.731
YOLO-World-L (CR-QAT)Bits=4-4-8, Size(MB)=24.32, BOPs(T)=8.18, Quantization Granularity=Ch-T-H, Evaluation Protocol=LVIS fixed AP protocol2026.0313.214.811.816.8
YOLO-World-M (CR-QAT)Bits=4-4-8, Size(MB)=15.11, BOPs(T)=7.10, Quantization Granularity=Ch-T-H, Evaluation Protocol=LVIS fixed AP protocol2026.031314.89.217.5
YOLO-World-X (CR-QAT)Bits=4-4-8, Size(MB)=37.19, BOPs(T)=9.32, Quantization Granularity=Ch-T-H, Evaluation Protocol=LVIS fixed AP protocol2026.0312.9159.317.9
GLIP-TPre-trained Data=O365, Zero-shot=true2026.0612.817.813.522.2
YOLO-World-M (QAT)Bits=4-4-8, Size(MB)=15.11, BOPs(T)=7.10, Quantization Granularity=Ch-T-H, Evaluation Protocol=LVIS fixed AP protocol2026.0310.212.38.214.9
YOLO-World-L (QAT)Bits=4-4-8, Size(MB)=24.32, BOPs(T)=8.18, Quantization Granularity=Ch-T-H, Evaluation Protocol=LVIS fixed AP protocol2026.039.811.46.113.7
YOLO-World-X (QAT)Bits=4-4-8, Size(MB)=37.19, BOPs(T)=9.32, Quantization Granularity=Ch-T-H, Evaluation Protocol=LVIS fixed AP protocol2026.039.510.84.113.1