ZCU104 Performance - 1.1 English

The ZCU104 evaluation board uses the mid-range ZU7ev UltraScale+ device. Dual B4096F DPU cores are implemented in program logic and delivers 2.4 TOPS INT8 peak performance for deep learning inference acceleration.

Refer to the following table for the throughput performance (in frames/sec or fps) for various neural network samples on ZCU104 with DPU running at 300 MHz.

Table 1. ZCU104 Performance
No	Neural Network	Input Size	GOPS	Performance (fps) (Single thread)	Performance (fps) (Multiple thread)
1	inception_resnet_v2_tf	299x299	26.4	25.4	46.1
2	inception_v1_tf	224x224	3.0	196.1	401.7
3	inception_v3_tf	299x299	11.5	60.3	116.4
4	inception_v4_2016_09_09_tf	299x299	24.6	30.2	58.6
5	mobilenet_v1_0_25_128_tf	128x128	0.027	1263.6	3957.7
6	mobilenet_v1_0_5_160_tf	160x160	0.15	763.1	2038.1
7	mobilenet_v1_1_0_224_tf	224x224	1.1	311.8	731.1
8	mobilenet_v2_1_0_224_tf	224x224	0.60	250.9	546.6
9	mobilenet_v2_1_4_224_tf	224x224	1.2	185.5	381.5
10	resnet_v1_101_tf	224x224	14.4	47.3	87.2
11	resnet_v1_152_tf	224x224	21.8	32.5	60.1
12	resnet_v1_50_tf	224x224	7.0	86.3	157.5
13	vgg_16_tf	224x224	31.0	21.3	38.3
14	vgg_19_tf	224x224	39.3	18.4	33.8
15	ssd_mobilenet_v1_coco_tf	300x300	2.5	92.4	330
16	ssd_mobilenet_v2_coco_tf	300x300	3.8	66.7	185
17	ssd_resnet_50_fpn_coco_tf	640x640	178.4	1.3	5.1
18	yolov3_voc_tf	416x416	65.6	14.1	29.3
19	mlperf_ssd_resnet34_tf	1200x1200	433	1.6	5.3
20	resnet50	224x224	7.7	80.2	146.8
21	resnet18	224x224	3.7	196.7	403.7
22	inception_v1	224x224	3.2	189.8	387
23	inception_v2	224x224	4.0	152.7	298.2
24	inception_v3	299x299	11.4	60.5	117.3
25	inception_v4	299x299	24.5	30.2	58.6
26	mobilenet_v2	224x224	0.6	249.3	536.6
27	squeezenet	227x227	0.76	274.4	941.8
28	ssd_pedestrain_pruned_0_97	360x360	5.9	78.1	221.5
29	ssd_traffic_pruned_0_9	360x480	11.6	56.1	153.2
30	ssd_adas_pruned_0_95	360x480	6.3	84.7	231.9
31	ssd_mobilenet_v2	360x480	6.6	25.4	101.3
32	refinedet_pruned_0_8	360x480	25	32.6	76.1
33	refinedet_pruned_0_92	360x480	10.1	61.3	154.2
34	refinedet_pruned_0_96	360x480	5.1	83.6	228.7
35	vpgnet_pruned_0_99	480x640	2.5	105.5	364.9
36	fpn	256x512	8.9	62	169.9
37	sp_net	128x224	0.55	552.4	1245.6
38	openpose_pruned_0_3	368x368	49.9	3.6	11
39	densebox_320_320	320x320	0.49	397.4	1250.3
40	densebox_640_360	360x640	1.1	198.7	606.6
41	face_landmark	96x72	0.14	890.1	1363.2
42	reid	80x160	0.95	385.6	668.8
43	multi_task	288x512	14.8	36	108.4
44	yolov3_adas_pruned_0_9	256x512	5.5	84.5	218.5
45	yolov3_voc	416x416	65.4	14.2	29.5
46	yolov3_bdd	288x512	53.7	13.6	28.7
47	yolov2_voc	448x448	34	26.2	59.1
48	yolov2_voc_pruned_0_66	448x448	11.6	55.6	153.2
49	yolov2_voc_pruned_0_71	448x448	9.9	62.4	180.2
50	yolov2_voc_pruned_0_77	448x448	7.8	70.5	217.4