HAILO8L_semantic_segmentation.rst

Public Models

All models were compiled using Hailo Dataflow Compiler v2.18.0.

Semantic Segmentation

Link Legend

Key / Icon	Description
⭐	Networks used by Hailo-apps.
S	Source – Link to the model's open-source repository.
PT	Pretrained – Download the pretrained model file (ZIP format).
HEF, NV12, RGBX	Compiled Models – Links to models in various formats: - HEF: RGB format - NV12: NV12 format - RGBX: RGBX format
PR	Profiler Report – Download the model's performance profiling report.

Pascal Voc

Network Name	float mIoU	Hardware mIoU	FPS (Batch Size=1)	FPS (Batch Size=8)	Links	Input Resolution (HxWxC)	Params (M)	OPS (G)
deeplab_v3_mobilenet_v2	76.0	74.6	51.8	89.9	S PT PR HEF	513x513x3	2.10	17.65
deeplab_v3_mobilenet_v2_wo_dilation⭐	71.5	71.2	60.6	117	S PT PR HEF	513x513x3	2.10	3.21

Cityscapes

Network Name	float mIoU	Hardware mIoU	FPS (Batch Size=1)	FPS (Batch Size=8)	Links	Input Resolution (HxWxC)	Params (M)	OPS (G)
fcn8_resnet_v1_18⭐	69.4	69.3	19.6	22.5	S PT PR HEF	1024x1920x3	11.20	142.82
segformer_b0_bn⭐	69.8	67.8	11.4	21.8	S PT PR HEF	512x1024x3	3.72	35.76
stdc1⭐	74.6	73.8	14.7	20.0	S PT PR HEF	1024x1920x3	8.27	126.47

Oxford-Iiit Pet

Network Name	float mIoU	Hardware mIoU	FPS (Batch Size=1)	FPS (Batch Size=8)	Links	Input Resolution (HxWxC)	Params (M)	OPS (G)
unet_mobilenet_v2	77.3	77.2	99.9	191	S PT PR HEF	256x256x3	10.08	28.88