无人机视角的行人小目标检测
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  1. # Hyperparameters for training
  2. # To set range-
  3. # Provide min and max values as:
  4. # parameter:
  5. #
  6. # min: scalar
  7. # max: scalar
  8. # OR
  9. #
  10. # Set a specific list of search space-
  11. # parameter:
  12. # values: [scalar1, scalar2, scalar3...]
  13. #
  14. # You can use grid, bayesian and hyperopt search strategy
  15. # For more info on configuring sweeps visit - https://docs.wandb.ai/guides/sweeps/configuration
  16. program: utils/loggers/wandb/sweep.py
  17. method: random
  18. metric:
  19. name: metrics/mAP_0.5
  20. goal: maximize
  21. parameters:
  22. # hyperparameters: set either min, max range or values list
  23. data:
  24. value: "data/coco128.yaml"
  25. batch_size:
  26. values: [64]
  27. epochs:
  28. values: [10]
  29. lr0:
  30. distribution: uniform
  31. min: 1e-5
  32. max: 1e-1
  33. lrf:
  34. distribution: uniform
  35. min: 0.01
  36. max: 1.0
  37. momentum:
  38. distribution: uniform
  39. min: 0.6
  40. max: 0.98
  41. weight_decay:
  42. distribution: uniform
  43. min: 0.0
  44. max: 0.001
  45. warmup_epochs:
  46. distribution: uniform
  47. min: 0.0
  48. max: 5.0
  49. warmup_momentum:
  50. distribution: uniform
  51. min: 0.0
  52. max: 0.95
  53. warmup_bias_lr:
  54. distribution: uniform
  55. min: 0.0
  56. max: 0.2
  57. box:
  58. distribution: uniform
  59. min: 0.02
  60. max: 0.2
  61. cls:
  62. distribution: uniform
  63. min: 0.2
  64. max: 4.0
  65. cls_pw:
  66. distribution: uniform
  67. min: 0.5
  68. max: 2.0
  69. obj:
  70. distribution: uniform
  71. min: 0.2
  72. max: 4.0
  73. obj_pw:
  74. distribution: uniform
  75. min: 0.5
  76. max: 2.0
  77. iou_t:
  78. distribution: uniform
  79. min: 0.1
  80. max: 0.7
  81. anchor_t:
  82. distribution: uniform
  83. min: 2.0
  84. max: 8.0
  85. fl_gamma:
  86. distribution: uniform
  87. min: 0.0
  88. max: 0.1
  89. hsv_h:
  90. distribution: uniform
  91. min: 0.0
  92. max: 0.1
  93. hsv_s:
  94. distribution: uniform
  95. min: 0.0
  96. max: 0.9
  97. hsv_v:
  98. distribution: uniform
  99. min: 0.0
  100. max: 0.9
  101. degrees:
  102. distribution: uniform
  103. min: 0.0
  104. max: 45.0
  105. translate:
  106. distribution: uniform
  107. min: 0.0
  108. max: 0.9
  109. scale:
  110. distribution: uniform
  111. min: 0.0
  112. max: 0.9
  113. shear:
  114. distribution: uniform
  115. min: 0.0
  116. max: 10.0
  117. perspective:
  118. distribution: uniform
  119. min: 0.0
  120. max: 0.001
  121. flipud:
  122. distribution: uniform
  123. min: 0.0
  124. max: 1.0
  125. fliplr:
  126. distribution: uniform
  127. min: 0.0
  128. max: 1.0
  129. mosaic:
  130. distribution: uniform
  131. min: 0.0
  132. max: 1.0
  133. mixup:
  134. distribution: uniform
  135. min: 0.0
  136. max: 1.0
  137. copy_paste:
  138. distribution: uniform
  139. min: 0.0
  140. max: 1.0