Benchmark realtime instance segmentation model

model	Deepstream FPS	Latency	End-to-End Host Latency	mAP^{val 0.5:0.95 (Box)}	mAP^{val 0.5 (Box)}	mAP^{val 0.5:0.95 (Mask)}	mAP^{val 0.5 (Mask)}
YOLOv5-seg-n	248.37	4.77641	8.35323	0.27	0.437	0.234	0.407
YOLOv5-seg-s	185.89	5.8429	10.5039	0.371	0.56	0.317	0.528
YOLOv5-seg-m	122.18	8.85596	16.3577	0.446	0.627	0.374	0.596
YOLOv5-seg-l	89.22	11.613	26.3916	0.485	0.661	0.401	0.63
YOLOv5-seg-x	55.71	21.3792	41.4462	0.503	0.68	0.416	0.651
YOLOv7-Seg	86.16	12.423	23.3168	0.491	0.67	0.407	0.639
YOLOv7-Seg-Dev	85.23	12.1612	22.9236	0.506	0.681	0.416	0.65
YOLOv7x-Seg	61.04	17.5312	33.8681	0.503	0.68	0.416	0.651
YOLOv6-seg-m	116.65	9.0022	16.521	0.481	0.65	0.396	0.62
YOLOv6-seg-l	74.47	13.6746	25.9031	0.509	0.677	0.418	0.65
YOLOv6-seg-x	45.85	29.5015	57.7406	0.52	0.69	0.428	0.663
YOLOv8-seg-n	230.55	4.99231	8.78412	0.363	0.52	0.306	0.495
YOLOv8-seg-s	167.59	6.28845	11.3093	0.444	0.609	0.37	0.582
YOLOv8-seg-m	104.67	10.1465	19.0956	0.495	0.661	0.409	0.634
YOLOv8-seg-l	74.81	13.7002	26.094	0.52	0.687	0.429	0.659
YOLOv8-seg-x	50.07	20.3616	39.6831	0.531	0.697	0.436	0.669
YOLOv9-c-seg	94.38	11.6047		0.529	0.698	0.43	0.668

hiennguyen9874/benchmark-instance-segmentation