Himax / mouse vs cup Public
Target: Seeed Vision AI Module (HX6537-A ARC DSP 400MHz) Clone this project
Experiments EON Tuner
The EON Tuner helps you quickly run hyper-parameter sweeps that explore different pre-processing + model architectures optimized for your defined objectives. Clone this project to use the EON Tuner.

Target

first_EON_run_grove_vision_ai_v2

Seeed Vision AI Module (HX6537-A ARC DSP 400MHz)

100 ms

2048 kB

2048 kB

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General

F1-score

Precision

Recall

Run #8 - first_EON_run_grove_vision_ai_v2 (Apr 15 2024, 08:32:08, finished) Run #7 - first_EON_run_grove_vision_ai_v2 (Apr 15 2024, 00:47:49, finished) Run #6 - yolov5 (Apr 10 2024, 02:32:06, finished) Run #5 - first_EON_run_grove_vision_ai_v2 (Apr 10 2024, 02:18:58, cancelled) Run #4 - yolov5 (Apr 10 2024, 01:36:20, finished) Run #3 - yolov5 (Apr 10 2024, 01:33:34, finished) Run #2 - first_EON_run_grove_vision_ai_v2 (Apr 10 2024, 00:51:06, cancelled) Run #1 - first_EON_run_grove_vision_ai_v2 (Apr 09 2024, 02:21:18, finished)
44%
rgb-organization-2476-9a9
PERFORMANCE
LATENCY
5 ms of 100 ms
RAM
2530 kB of 2048 kB
Exceeds target by 482 kB
ROM
1213 kB of 2048 kB
DSP NN Unused
IMAGE INPUT

224 |
224

IMAGE

RGB

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 60
backbone mobilenet_v2
contrast 0.5
batch-size 16
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

4/15/2024, 9:16:29 AM

27%
rgb-organization-2476-f7a
PERFORMANCE
LATENCY
5 ms of 100 ms
RAM
2530 kB of 2048 kB
Exceeds target by 482 kB
ROM
1213 kB of 2048 kB
DSP NN Unused
IMAGE INPUT

224 |
224

IMAGE

RGB

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 200
backbone mobilenet_v2
contrast 0.5
batch-size 32
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

4/15/2024, 10:51:02 AM

7%
rgb-organization-2476-d59
PERFORMANCE
LATENCY
5 ms of 100 ms
RAM
2530 kB of 2048 kB
Exceeds target by 482 kB
ROM
1213 kB of 2048 kB
DSP NN Unused
IMAGE INPUT

224 |
224

IMAGE

RGB

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 30
backbone mobilenet_v2
contrast 0.5
batch-size 64
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

4/15/2024, 9:19:50 AM

4%
rgb-organization-2476-f65
PERFORMANCE
LATENCY
5 ms of 100 ms
RAM
2530 kB of 2048 kB
Exceeds target by 482 kB
ROM
1213 kB of 2048 kB
DSP NN Unused
IMAGE INPUT

224 |
224

IMAGE

RGB

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 60
backbone mobilenet_v2
contrast 0.5
batch-size 32
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

4/15/2024, 9:27:08 AM

grayscale-organization-2476-b1e
PERFORMANCE
LATENCY
100 ms
RAM
2048 kB
ROM
2048 kB
Unused
IMAGE INPUT

224 |
224

IMAGE

Grayscale

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 90
backbone mobilenet_v2
contrast 0.5
batch-size 128
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

grayscale-organization-2476-cb6
PERFORMANCE
LATENCY
100 ms
RAM
2048 kB
ROM
2048 kB
Unused
IMAGE INPUT

224 |
224

IMAGE

Grayscale

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 90
backbone mobilenet_v2
contrast 0.5
batch-size 32
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

grayscale-organization-2476-9b9
PERFORMANCE
LATENCY
100 ms
RAM
2048 kB
ROM
2048 kB
Unused
IMAGE INPUT

224 |
224

IMAGE

Grayscale

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 60
backbone mobilenet_v2
contrast 0.5
batch-size 128
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

grayscale-organization-2476-f01
PERFORMANCE
LATENCY
100 ms
RAM
2048 kB
ROM
2048 kB
Unused
IMAGE INPUT

224 |
224

IMAGE

Grayscale

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 200
backbone mobilenet_v2
contrast 0.5
batch-size 32
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

grayscale-organization-2476-1da
PERFORMANCE
LATENCY
100 ms
RAM
2048 kB
ROM
2048 kB
Unused
IMAGE INPUT

224 |
224

IMAGE

Grayscale

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 200
backbone mobilenet_v2
contrast 0.5
batch-size 32
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

rgb-organization-2476-4ef
PERFORMANCE
LATENCY
100 ms
RAM
2048 kB
ROM
2048 kB
Unused
IMAGE INPUT

224 |
224

IMAGE

RGB

ORGANIZATION BLOCK 2476
Parameter Value
hue 0.5
epochs 200
backbone mobilenet_v2
contrast 0.5
batch-size 128
brightness 32
saturation 2
random-flip 0.5
iou-threshold 0.5
max-learning-rate 0.015
min-learning-rate 0.0005
random-crop-max-ar 2.0
random-crop-min-ar 0.5
zoom-out-max-scale 4.0
zoom-out-min-scale 1.0
freeze-blocks-vgg16 [0,1,2,3,4,5]
freeze-blocks-vgg19 [0,1,2,3,4,5]
confidence-threshold 0.01
random-crop-max-scale 1.0
random-crop-min-scale 0.3
freeze-blocks-darknet19 [0,1,2,3,4,5]
freeze-blocks-darknet53 [0,1,2,3,4,5]
freeze-blocks-googlenet [0,1,2,3,4,5,6,7]
freeze-blocks-resnet-10 [0,1,2,3]
freeze-blocks-resnet-18 [0,1,2,3]
freeze-blocks-resnet-34 [0,1,2,3]
freeze-blocks-resnet-50 [0,1,2,3]
freeze-blocks-squeezenet [0,1,2,3]
freeze-blocks-mobilenetv1 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
quantization-aware-training true
freeze-blocks-mobilenetv1-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv1-a0.5-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.1-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv2-a0.25-96 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]
freeze-blocks-mobilenetv1-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11]
freeze-blocks-mobilenetv2-a0.25-160 [0,1,2,3,4,5,6,7,8,9,10,11,12,13]

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