metafile.yml 5.5 KB

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  1. Collections:
  2. - Name: RTMDet
  3. Metadata:
  4. Training Data: COCO
  5. Training Techniques:
  6. - AdamW
  7. - Flat Cosine Annealing
  8. Training Resources: 8x A100 GPUs
  9. Architecture:
  10. - CSPNeXt
  11. - CSPNeXtPAFPN
  12. README: configs/rtmdet/README.md
  13. Code:
  14. URL: https://github.com/open-mmlab/mmdetection/blob/v3.0.0rc1/mmdet/models/detectors/rtmdet.py#L6
  15. Version: v3.0.0rc1
  16. Models:
  17. - Name: rtmdet_tiny_8xb32-300e_coco
  18. Alias:
  19. - rtmdet-t
  20. In Collection: RTMDet
  21. Config: configs/rtmdet/rtmdet_tiny_8xb32-300e_coco.py
  22. Metadata:
  23. Training Memory (GB): 11.7
  24. Epochs: 300
  25. Results:
  26. - Task: Object Detection
  27. Dataset: COCO
  28. Metrics:
  29. box AP: 40.9
  30. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_tiny_8xb32-300e_coco/rtmdet_tiny_8xb32-300e_coco_20220902_112414-78e30dcc.pth
  31. - Name: rtmdet_s_8xb32-300e_coco
  32. Alias:
  33. - rtmdet-s
  34. In Collection: RTMDet
  35. Config: configs/rtmdet/rtmdet_s_8xb32-300e_coco.py
  36. Metadata:
  37. Training Memory (GB): 15.9
  38. Epochs: 300
  39. Results:
  40. - Task: Object Detection
  41. Dataset: COCO
  42. Metrics:
  43. box AP: 44.5
  44. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_s_8xb32-300e_coco/rtmdet_s_8xb32-300e_coco_20220905_161602-387a891e.pth
  45. - Name: rtmdet_m_8xb32-300e_coco
  46. Alias:
  47. - rtmdet-m
  48. In Collection: RTMDet
  49. Config: configs/rtmdet/rtmdet_m_8xb32-300e_coco.py
  50. Metadata:
  51. Training Memory (GB): 27.8
  52. Epochs: 300
  53. Results:
  54. - Task: Object Detection
  55. Dataset: COCO
  56. Metrics:
  57. box AP: 49.1
  58. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_m_8xb32-300e_coco/rtmdet_m_8xb32-300e_coco_20220719_112220-229f527c.pth
  59. - Name: rtmdet_l_8xb32-300e_coco
  60. Alias:
  61. - rtmdet-l
  62. In Collection: RTMDet
  63. Config: configs/rtmdet/rtmdet_l_8xb32-300e_coco.py
  64. Metadata:
  65. Training Memory (GB): 43.2
  66. Epochs: 300
  67. Results:
  68. - Task: Object Detection
  69. Dataset: COCO
  70. Metrics:
  71. box AP: 51.3
  72. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_l_8xb32-300e_coco/rtmdet_l_8xb32-300e_coco_20220719_112030-5a0be7c4.pth
  73. - Name: rtmdet_x_8xb32-300e_coco
  74. Alias:
  75. - rtmdet-x
  76. In Collection: RTMDet
  77. Config: configs/rtmdet/rtmdet_x_8xb32-300e_coco.py
  78. Metadata:
  79. Training Memory (GB): 61.1
  80. Epochs: 300
  81. Results:
  82. - Task: Object Detection
  83. Dataset: COCO
  84. Metrics:
  85. box AP: 52.6
  86. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_x_8xb32-300e_coco/rtmdet_x_8xb32-300e_coco_20220715_230555-cc79b9ae.pth
  87. - Name: rtmdet-ins_tiny_8xb32-300e_coco
  88. Alias:
  89. - rtmdet-ins-t
  90. In Collection: RTMDet
  91. Config: configs/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco.py
  92. Metadata:
  93. Training Memory (GB): 18.4
  94. Epochs: 300
  95. Results:
  96. - Task: Object Detection
  97. Dataset: COCO
  98. Metrics:
  99. box AP: 40.5
  100. - Task: Instance Segmentation
  101. Dataset: COCO
  102. Metrics:
  103. mask AP: 35.4
  104. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth
  105. - Name: rtmdet-ins_s_8xb32-300e_coco
  106. Alias:
  107. - rtmdet-ins-s
  108. In Collection: RTMDet
  109. Config: configs/rtmdet/rtmdet-ins_s_8xb32-300e_coco.py
  110. Metadata:
  111. Training Memory (GB): 27.6
  112. Epochs: 300
  113. Results:
  114. - Task: Object Detection
  115. Dataset: COCO
  116. Metrics:
  117. box AP: 44.0
  118. - Task: Instance Segmentation
  119. Dataset: COCO
  120. Metrics:
  121. mask AP: 38.7
  122. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_s_8xb32-300e_coco/rtmdet-ins_s_8xb32-300e_coco_20221121_212604-fdc5d7ec.pth
  123. - Name: rtmdet-ins_m_8xb32-300e_coco
  124. Alias:
  125. - rtmdet-ins-m
  126. In Collection: RTMDet
  127. Config: configs/rtmdet/rtmdet-ins_m_8xb32-300e_coco.py
  128. Metadata:
  129. Training Memory (GB): 42.5
  130. Epochs: 300
  131. Results:
  132. - Task: Object Detection
  133. Dataset: COCO
  134. Metrics:
  135. box AP: 48.8
  136. - Task: Instance Segmentation
  137. Dataset: COCO
  138. Metrics:
  139. mask AP: 42.1
  140. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_m_8xb32-300e_coco/rtmdet-ins_m_8xb32-300e_coco_20221123_001039-6eba602e.pth
  141. - Name: rtmdet-ins_l_8xb32-300e_coco
  142. Alias:
  143. - rtmdet-ins-l
  144. In Collection: RTMDet
  145. Config: configs/rtmdet/rtmdet-ins_l_8xb32-300e_coco.py
  146. Metadata:
  147. Training Memory (GB): 59.8
  148. Epochs: 300
  149. Results:
  150. - Task: Object Detection
  151. Dataset: COCO
  152. Metrics:
  153. box AP: 51.2
  154. - Task: Instance Segmentation
  155. Dataset: COCO
  156. Metrics:
  157. mask AP: 43.7
  158. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_l_8xb32-300e_coco/rtmdet-ins_l_8xb32-300e_coco_20221124_103237-78d1d652.pth
  159. - Name: rtmdet-ins_x_8xb16-300e_coco
  160. Alias:
  161. - rtmdet-ins-x
  162. In Collection: RTMDet
  163. Config: configs/rtmdet/rtmdet-ins_x_8xb16-300e_coco.py
  164. Metadata:
  165. Training Memory (GB): 33.7
  166. Epochs: 300
  167. Results:
  168. - Task: Object Detection
  169. Dataset: COCO
  170. Metrics:
  171. box AP: 52.4
  172. - Task: Instance Segmentation
  173. Dataset: COCO
  174. Metrics:
  175. mask AP: 44.6
  176. Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_x_8xb16-300e_coco/rtmdet-ins_x_8xb16-300e_coco_20221124_111313-33d4595b.pth