day/ultralytics/cfg/models/v9/yolov9e.yaml

# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license

# YOLOv9e object detection model with P3/8 - P5/32 outputs
# Model docs: https://docs.ultralytics.com/models/yolov9
# Task docs: https://docs.ultralytics.com/tasks/detect
# 1225 layers, 58206592 parameters, 193.0 GFLOPs

# Parameters
nc: 80 # number of classes

# GELAN backbone
backbone:
  - [-1, 1, nn.Identity, []]
  - [-1, 1, Conv, [64, 3, 2]] # 1-P1/2
  - [-1, 1, Conv, [128, 3, 2]] # 2-P2/4
  - [-1, 1, RepNCSPELAN4, [256, 128, 64, 2]] # 3
  - [-1, 1, ADown, [256]] # 4-P3/8
  - [-1, 1, RepNCSPELAN4, [512, 256, 128, 2]] # 5
  - [-1, 1, ADown, [512]] # 6-P4/16
  - [-1, 1, RepNCSPELAN4, [1024, 512, 256, 2]] # 7
  - [-1, 1, ADown, [1024]] # 8-P5/32
  - [-1, 1, RepNCSPELAN4, [1024, 512, 256, 2]] # 9

  - [1, 1, CBLinear, [[64]]] # 10
  - [3, 1, CBLinear, [[64, 128]]] # 11
  - [5, 1, CBLinear, [[64, 128, 256]]] # 12
  - [7, 1, CBLinear, [[64, 128, 256, 512]]] # 13
  - [9, 1, CBLinear, [[64, 128, 256, 512, 1024]]] # 14

  - [0, 1, Conv, [64, 3, 2]] # 15-P1/2
  - [[10, 11, 12, 13, 14, -1], 1, CBFuse, [[0, 0, 0, 0, 0]]] # 16
  - [-1, 1, Conv, [128, 3, 2]] # 17-P2/4
  - [[11, 12, 13, 14, -1], 1, CBFuse, [[1, 1, 1, 1]]] # 18
  - [-1, 1, RepNCSPELAN4, [256, 128, 64, 2]] # 19
  - [-1, 1, ADown, [256]] # 20-P3/8
  - [[12, 13, 14, -1], 1, CBFuse, [[2, 2, 2]]] # 21
  - [-1, 1, RepNCSPELAN4, [512, 256, 128, 2]] # 22
  - [-1, 1, ADown, [512]] # 23-P4/16
  - [[13, 14, -1], 1, CBFuse, [[3, 3]]] # 24
  - [-1, 1, RepNCSPELAN4, [1024, 512, 256, 2]] # 25
  - [-1, 1, ADown, [1024]] # 26-P5/32
  - [[14, -1], 1, CBFuse, [[4]]] # 27
  - [-1, 1, RepNCSPELAN4, [1024, 512, 256, 2]] # 28
  - [-1, 1, SPPELAN, [512, 256]] # 29

# GELAN head
head:
  - [-1, 1, nn.Upsample, [None, 2, "nearest"]]
  - [[-1, 25], 1, Concat, [1]] # cat backbone P4
  - [-1, 1, RepNCSPELAN4, [512, 512, 256, 2]] # 32

  - [-1, 1, nn.Upsample, [None, 2, "nearest"]]
  - [[-1, 22], 1, Concat, [1]] # cat backbone P3
  - [-1, 1, RepNCSPELAN4, [256, 256, 128, 2]] # 35 (P3/8-small)

  - [-1, 1, ADown, [256]]
  - [[-1, 32], 1, Concat, [1]] # cat head P4
  - [-1, 1, RepNCSPELAN4, [512, 512, 256, 2]] # 38 (P4/16-medium)

  - [-1, 1, ADown, [512]]
  - [[-1, 29], 1, Concat, [1]] # cat head P5
  - [-1, 1, RepNCSPELAN4, [512, 1024, 512, 2]] # 41 (P5/32-large)

  - [[35, 38, 41], 1, Detect, [nc]] # Detect(P3, P4, P5)