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# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license | |
# Ultralytics YOLO11-cls image classification model | |
# Model docs: https://docs.ultralytics.com/models/yolo11 | |
# Task docs: https://docs.ultralytics.com/tasks/classify | |
# Parameters | |
nc: 80 # number of classes | |
scales: # model compound scaling constants, i.e. 'model=yolo11n-cls.yaml' will call yolo11-cls.yaml with scale 'n' | |
# [depth, width, max_channels] | |
n: [0.50, 0.25, 1024] # summary: 151 layers, 1633584 parameters, 1633584 gradients, 3.3 GFLOPs | |
s: [0.50, 0.50, 1024] # summary: 151 layers, 5545488 parameters, 5545488 gradients, 12.2 GFLOPs | |
m: [0.50, 1.00, 512] # summary: 187 layers, 10455696 parameters, 10455696 gradients, 39.7 GFLOPs | |
l: [1.00, 1.00, 512] # summary: 309 layers, 12937104 parameters, 12937104 gradients, 49.9 GFLOPs | |
x: [1.00, 1.50, 512] # summary: 309 layers, 28458544 parameters, 28458544 gradients, 111.1 GFLOPs | |
# YOLO11n backbone | |
backbone: | |
# [from, repeats, module, args] | |
- [-1, 1, Conv, [64, 3, 2]] # 0-P1/2 | |
- [-1, 1, Conv, [128, 3, 2]] # 1-P2/4 | |
- [-1, 2, C3k2, [256, False, 0.25]] | |
- [-1, 1, Conv, [256, 3, 2]] # 3-P3/8 | |
- [-1, 2, C3k2, [512, False, 0.25]] | |
- [-1, 1, Conv, [512, 3, 2]] # 5-P4/16 | |
- [-1, 2, C3k2, [512, True]] | |
- [-1, 1, Conv, [1024, 3, 2]] # 7-P5/32 | |
- [-1, 2, C3k2, [1024, True]] | |
- [-1, 2, C2PSA, [1024]] # 9 | |
# YOLO11n head | |
head: | |
- [-1, 1, Classify, [nc]] # Classify | |