trained_brats23_models_3 is an open-weight model from Es Ta. Its published files total 4.5 GB.
Parameters—
Context—
Weights4.5 GB
License—
AccessOpen weights
Monthly Downloads—
Model Card
The publisher has not written a card for this model.
Identity and Version
- Repository
- obi77/trained_brats23_models_3
- Publisher
- Es Ta
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- c397ebfb6e9a9a5acbdfba92994695eb63f48472
- First published
- 2026-10-04
- Last updated
- 2026-10-13
Files and Weights
269 files, 4.5 GB in total. The weights are 267 files totalling 4.5 GB in ckpt.
Weights267 files · 4.5 GB
Configuration1 file · 26.8 KB
Repository1 file · 1.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| 0_001_seed42_UNet_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 4.0 MB | 6878853a9ea0 |
| 0_001_seed42_UNet_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 4.0 MB | 881c7204bfdf |
| epoch=33-step=11798.ckpt | Weights | 38.2 MB | 232d8b0b2e68 |
| seed123_SegMambaTiny_DiceLoss_best.ckpt | Weights | 26.3 MB | 60cefb0f725d |
| seed123_SegMambaTiny_DiceLoss_checkpoint.ckpt | Weights | 26.3 MB | 294b41501ad7 |
| seed123_SegMambaTiny_GeneralizedDiceLoss_best.ckpt | Weights | 26.3 MB | c090d1b4beff |
| seed123_SegMambaTiny_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 26.3 MB | 308d3afb6b50 |
| seed123_SegMambaTiny_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 26.3 MB | 1efc88a9edd2 |
| seed123_SegMambaTiny_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 26.3 MB | 3686707b56e1 |
| seed123_SegMambaTiny_TverskyLoss_best.ckpt | Weights | 26.3 MB | e0125e43ca1c |
| seed123_SegMambaTiny_TverskyLoss_checkpoint.ckpt | Weights | 26.3 MB | a008bdf56194 |
| seed123_SegResNet_DiceLoss_best.ckpt | Weights | 9.7 MB | 2afc639a674a |
| seed123_SegResNet_DiceLoss_checkpoint.ckpt | Weights | 9.7 MB | 03e943246a16 |
| seed123_SegResNet_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 9.7 MB | ad701581a73e |
| seed123_SegResNet_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 9.7 MB | 775133cc2b88 |
| seed123_SegResNet_FocalLoss_best.ckpt | Weights | 9.7 MB | e77001a2dedf |
| seed123_SegResNet_FocalLoss_checkpoint.ckpt | Weights | 9.7 MB | 7f58429be216 |
| seed123_SegResNet_FocalLoss_gamma_3_best.ckpt | Weights | 9.7 MB | 72c4d074117c |
| seed123_SegResNet_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 9.7 MB | 08c4c8284690 |
| seed123_SegResNet_FocalLoss_gamma_4_best.ckpt | Weights | 9.7 MB | add972ac3e9b |
| seed123_SegResNet_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 9.7 MB | 5b435fc0aa86 |
| seed123_SegResNet_GeneralizedDiceLoss_best.ckpt | Weights | 9.7 MB | e98e675d122c |
| seed123_SegResNet_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 9.7 MB | 07bff4777824 |
| seed123_SegResNet_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 9.7 MB | 01907cdde9e7 |
| seed123_SegResNet_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 9.7 MB | 544fe79d8759 |
| seed123_SegResNet_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 9.7 MB | 55a192ed88c1 |
| seed123_SegResNet_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 9.7 MB | 0e38e6d42fd0 |
| seed123_SegResNet_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 9.7 MB | 3897ca517127 |
| seed123_SegResNet_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 9.7 MB | 448de022b5c8 |
| seed123_SegResNet_TverskyLoss_best.ckpt | Weights | 9.7 MB | f82985765e5d |
| seed123_SegResNet_TverskyLoss_checkpoint.ckpt | Weights | 9.7 MB | d8b6d8e332d2 |
| seed123_SwinUNETR_DiceLoss_best.ckpt | Weights | 38.2 MB | a08569c1f608 |
| seed123_SwinUNETR_DiceLoss_checkpoint.ckpt | Weights | 38.2 MB | d27aebfbffa5 |
| seed123_SwinUNETR_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 38.2 MB | 55d15787edf7 |
| seed123_SwinUNETR_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 38.2 MB | b5b9d0fb5ade |
| seed123_SwinUNETR_FocalLoss_best.ckpt | Weights | 38.2 MB | a266fefb35d9 |
| seed123_SwinUNETR_FocalLoss_checkpoint.ckpt | Weights | 38.2 MB | bec9241f4873 |
| seed123_SwinUNETR_FocalLoss_gamma_3_best.ckpt | Weights | 38.2 MB | 414ce6e212e7 |
| seed123_SwinUNETR_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 38.2 MB | da3690708852 |
| seed123_SwinUNETR_FocalLoss_gamma_4_best.ckpt | Weights | 38.2 MB | 7981dd48a959 |
| seed123_SwinUNETR_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 38.2 MB | 69839723deb6 |
| seed123_SwinUNETR_GeneralizedDiceLoss_best.ckpt | Weights | 38.2 MB | 7a6d09b917e6 |
| seed123_SwinUNETR_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 38.2 MB | 914a7f84fc33 |
| seed123_SwinUNETR_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 38.2 MB | dd09aab0f720 |
| seed123_SwinUNETR_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 38.2 MB | 70fc1b22d9fb |
| seed123_SwinUNETR_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 38.2 MB | 45184fe348e2 |
| seed123_SwinUNETR_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 38.2 MB | 6dcfd12e4de3 |
| seed123_SwinUNETR_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 38.2 MB | 5f9ac0f07837 |
| seed123_SwinUNETR_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 38.2 MB | bcf9e3190a71 |
| seed123_SwinUNETR_TverskyLoss_best.ckpt | Weights | 38.2 MB | 267e02d1da1d |
| seed123_SwinUNETR_TverskyLoss_checkpoint.ckpt | Weights | 38.2 MB | 17829f864381 |
| seed123_UNet3D_DiceLoss_best.ckpt | Weights | 11.9 MB | 463e295fe09e |
| seed123_UNet3D_DiceLoss_checkpoint.ckpt | Weights | 11.9 MB | 7e0a5ce7cc4b |
| seed123_UNet3D_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 11.9 MB | 643319e45714 |
| seed123_UNet3D_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 11.9 MB | cf654becf413 |
| seed123_UNet3D_FocalLoss_best.ckpt | Weights | 11.9 MB | 9f2e3d605da0 |
| seed123_UNet3D_FocalLoss_checkpoint.ckpt | Weights | 11.9 MB | 2bc2f878c5f2 |
| seed123_UNet3D_FocalLoss_gamma_3_best.ckpt | Weights | 11.9 MB | bde7b34cd962 |
| seed123_UNet3D_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 11.9 MB | 282abb93e9de |
| seed123_UNet3D_FocalLoss_gamma_4_best.ckpt | Weights | 11.9 MB | aa0b155f1d00 |
| seed123_UNet3D_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 11.9 MB | 0248776950fd |
| seed123_UNet3D_GeneralizedDiceLoss_best.ckpt | Weights | 11.9 MB | e7b5fb91ba96 |
| seed123_UNet3D_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 11.9 MB | fb626a07d3a7 |
| seed123_UNet3D_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 11.9 MB | a8a31c68abd5 |
| seed123_UNet3D_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 11.9 MB | c3c0a50b46b3 |
| seed123_UNet3D_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 11.9 MB | 30185185f026 |
| seed123_UNet3D_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 11.9 MB | 922fb666515d |
| seed123_UNet3D_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 11.9 MB | 76cafc7d2cde |
| seed123_UNet3D_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 11.9 MB | 43abfc23e68a |
| seed123_UNet3D_TverskyLoss_best.ckpt | Weights | 11.9 MB | 4095240b2725 |
| seed123_UNet3D_TverskyLoss_checkpoint.ckpt | Weights | 11.9 MB | be1f7e9d200a |
| seed123_UNet_DiceLoss_best.ckpt | Weights | 4.0 MB | b017aa8550ee |
| seed123_UNet_DiceLoss_checkpoint.ckpt | Weights | 4.0 MB | 2ae85c7d7cba |
| seed123_UNet_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 4.0 MB | 255f0c481458 |
| seed123_UNet_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 4.0 MB | 04d936762997 |
| seed123_UNet_FocalLoss_best.ckpt | Weights | 4.0 MB | 0342fe3d7e8c |
| seed123_UNet_FocalLoss_checkpoint.ckpt | Weights | 4.0 MB | 79c0f33371fd |
| seed123_UNet_FocalLoss_gamma_3_best.ckpt | Weights | 4.0 MB | 578056b87009 |
| seed123_UNet_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 4.0 MB | 897f85c67815 |
| seed123_UNet_FocalLoss_gamma_4_best.ckpt | Weights | 4.0 MB | 0843bb236fe3 |
| seed123_UNet_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 4.0 MB | a0a86845315c |
| seed123_UNet_GeneralizedDiceLoss_best.ckpt | Weights | 4.0 MB | 838d1e4851bc |
| seed123_UNet_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 4.0 MB | 77d31199758f |
| seed123_UNet_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 4.0 MB | 58a361303898 |
| seed123_UNet_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 4.0 MB | 2fe531b81cf4 |
| seed123_UNet_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 4.0 MB | ee999b5a0d18 |
| seed123_UNet_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 4.0 MB | dd93d48a7dfe |
| seed123_UNet_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 4.0 MB | 4da138623a18 |
| seed123_UNet_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 4.0 MB | ad9f74e1f65b |
| seed123_UNet_TverskyLoss_best.ckpt | Weights | 4.0 MB | 036d2f9b34ed |
| seed123_UNet_TverskyLoss_checkpoint.ckpt | Weights | 4.0 MB | 4d11d07f35e1 |
| seed2026_SegMambaTiny_DiceLoss_best.ckpt | Weights | 26.3 MB | f537de0dbaaf |
| seed2026_SegMambaTiny_DiceLoss_checkpoint.ckpt | Weights | 26.3 MB | ccd25a06b2f3 |
| seed2026_SegMambaTiny_GeneralizedDiceLoss_best.ckpt | Weights | 26.3 MB | 3c426c55bd72 |
| seed2026_SegMambaTiny_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 26.3 MB | dc317ddff029 |
| seed2026_SegMambaTiny_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 26.3 MB | 6b3285ab5d63 |
| seed2026_SegMambaTiny_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 26.3 MB | 6f3424edf074 |
| seed2026_SegMambaTiny_TverskyLoss_best.ckpt | Weights | 26.3 MB | 9a7835771f63 |
| seed2026_SegMambaTiny_TverskyLoss_checkpoint.ckpt | Weights | 26.3 MB | 2a52c1455b77 |
| seed2026_SegResNet_DiceLoss_best.ckpt | Weights | 9.7 MB | 3f4a0e06ae03 |
| seed2026_SegResNet_DiceLoss_checkpoint.ckpt | Weights | 9.7 MB | 8f042b352e0f |
| seed2026_SegResNet_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 9.7 MB | f3125d727113 |
| seed2026_SegResNet_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 9.7 MB | b077da0152f5 |
| seed2026_SegResNet_FocalLoss_best.ckpt | Weights | 9.7 MB | d52a42b0bbd4 |
| seed2026_SegResNet_FocalLoss_checkpoint.ckpt | Weights | 9.7 MB | 2ba69181ba0c |
| seed2026_SegResNet_FocalLoss_gamma_3_best.ckpt | Weights | 9.7 MB | ba96bd22d0b4 |
| seed2026_SegResNet_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 9.7 MB | 4c5038f7eba4 |
| seed2026_SegResNet_FocalLoss_gamma_4_best.ckpt | Weights | 9.7 MB | 3cf9b4ea3b49 |
| seed2026_SegResNet_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 9.7 MB | 88128f87e935 |
| seed2026_SegResNet_GeneralizedDiceLoss_best.ckpt | Weights | 9.7 MB | 5dfdcfde34ad |
| seed2026_SegResNet_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 9.7 MB | f8f6157691c4 |
| seed2026_SegResNet_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 9.7 MB | 8847da13e13a |
| seed2026_SegResNet_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 9.7 MB | c1e6383df298 |
| seed2026_SegResNet_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 9.7 MB | 9f10290b8a57 |
| seed2026_SegResNet_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 9.7 MB | d7616a7e4abd |
| seed2026_SegResNet_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 9.7 MB | 6d1c494e11f8 |
| seed2026_SegResNet_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 9.7 MB | 6e132180a0d9 |
| seed2026_SegResNet_TverskyLoss_best.ckpt | Weights | 9.7 MB | bdb8c6637c1e |
| seed2026_SegResNet_TverskyLoss_checkpoint.ckpt | Weights | 9.7 MB | 9c480c5d6c7d |
| seed2026_SwinUNETR_DiceLoss_best.ckpt | Weights | 38.2 MB | abdf5f96a393 |
| seed2026_SwinUNETR_DiceLoss_checkpoint.ckpt | Weights | 38.2 MB | b48ef0868558 |
| seed2026_SwinUNETR_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 38.2 MB | 986da26197f2 |
| seed2026_SwinUNETR_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 38.2 MB | b185efaeb102 |
| seed2026_SwinUNETR_FocalLoss_best.ckpt | Weights | 38.2 MB | 89a25d895ec9 |
| seed2026_SwinUNETR_FocalLoss_checkpoint.ckpt | Weights | 38.2 MB | b21d9f98badf |
| seed2026_SwinUNETR_FocalLoss_gamma_3_best.ckpt | Weights | 38.2 MB | c293ec964291 |
| seed2026_SwinUNETR_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 38.2 MB | 3487063f7940 |
| seed2026_SwinUNETR_FocalLoss_gamma_4_best.ckpt | Weights | 38.2 MB | f1729455daa7 |
| seed2026_SwinUNETR_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 38.2 MB | 65c20d1ce7bf |
| seed2026_SwinUNETR_GeneralizedDiceLoss_best.ckpt | Weights | 38.2 MB | fc7082eb0d09 |
| seed2026_SwinUNETR_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 38.2 MB | a58f8823bb3d |
| seed2026_SwinUNETR_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 38.2 MB | 50c70ef19e28 |
| seed2026_SwinUNETR_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 38.2 MB | 34f2d8930eea |
| seed2026_SwinUNETR_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 38.2 MB | 886a06cb9b51 |
| seed2026_SwinUNETR_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 38.2 MB | 99e05d9a29b4 |
| seed2026_SwinUNETR_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 38.2 MB | 646b0f203716 |
| seed2026_SwinUNETR_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 38.2 MB | ede88b4e1838 |
| seed2026_SwinUNETR_TverskyLoss_best.ckpt | Weights | 38.2 MB | 0a10f56061d5 |
| seed2026_SwinUNETR_TverskyLoss_checkpoint.ckpt | Weights | 38.2 MB | 7daaf734b6fb |
| seed2026_UNet3D_DiceLoss_best.ckpt | Weights | 11.9 MB | 9256ad250317 |
| seed2026_UNet3D_DiceLoss_checkpoint.ckpt | Weights | 11.9 MB | f5bf1dac31f1 |
| seed2026_UNet3D_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 11.9 MB | eda408ada6ec |
| seed2026_UNet3D_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 11.9 MB | dd66614c4c40 |
| seed2026_UNet3D_FocalLoss_best.ckpt | Weights | 11.9 MB | 0c16bb049fb6 |
| seed2026_UNet3D_FocalLoss_checkpoint.ckpt | Weights | 11.9 MB | 1957edbc9e32 |
| seed2026_UNet3D_FocalLoss_gamma_3_best.ckpt | Weights | 11.9 MB | f989a5de1754 |
| seed2026_UNet3D_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 11.9 MB | 2d08834f27b6 |
| seed2026_UNet3D_FocalLoss_gamma_4_best.ckpt | Weights | 11.9 MB | 59bdcd5b6042 |
| seed2026_UNet3D_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 11.9 MB | 10c6f4d40ed5 |
| seed2026_UNet3D_GeneralizedDiceLoss_best.ckpt | Weights | 11.9 MB | a5dad4d1a1bc |
| seed2026_UNet3D_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 11.9 MB | 7c40fc56ff15 |
| seed2026_UNet3D_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 11.9 MB | cc16c15861e3 |
| seed2026_UNet3D_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 11.9 MB | 2c907dd3578e |
| seed2026_UNet3D_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 11.9 MB | a1bb6d97936d |
| seed2026_UNet3D_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 11.9 MB | ca4272df39b9 |
| seed2026_UNet3D_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 11.9 MB | eb35a68f5198 |
| seed2026_UNet3D_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 11.9 MB | b30ddacb6f4e |
| seed2026_UNet3D_TverskyLoss_best-v1.ckpt | Weights | 11.9 MB | e48fc7041e3d |
| seed2026_UNet3D_TverskyLoss_checkpoint.ckpt | Weights | 11.9 MB | 0e43c39146fa |
| seed2026_UNet_DiceLoss_best.ckpt | Weights | 4.0 MB | db98b9d93ddd |
| seed2026_UNet_DiceLoss_checkpoint.ckpt | Weights | 4.0 MB | d530a1975b30 |
| seed2026_UNet_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 4.0 MB | 3d87ebd2c551 |
| seed2026_UNet_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 4.0 MB | d7c689e23649 |
| seed2026_UNet_FocalLoss_best.ckpt | Weights | 4.0 MB | 53b48bcd0a29 |
| seed2026_UNet_FocalLoss_checkpoint.ckpt | Weights | 4.0 MB | 7b2ff5ec2e97 |
| seed2026_UNet_FocalLoss_gamma_3_best.ckpt | Weights | 4.0 MB | b69cac86bf3c |
| seed2026_UNet_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 4.0 MB | 533f28dce594 |
| seed2026_UNet_FocalLoss_gamma_4_best.ckpt | Weights | 4.0 MB | 5fc2e94c68ef |
| seed2026_UNet_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 4.0 MB | a8e7d3d0a340 |
| seed2026_UNet_GeneralizedDiceLoss_best.ckpt | Weights | 4.0 MB | 3eeeb011837d |
| seed2026_UNet_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 4.0 MB | 1e8871428617 |
| seed2026_UNet_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 4.0 MB | f42696420d4b |
| seed2026_UNet_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 4.0 MB | c2a938bb3f55 |
| seed2026_UNet_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 4.0 MB | 6d4053d12b96 |
| seed2026_UNet_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 4.0 MB | ec10010723b5 |
| seed2026_UNet_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 4.0 MB | 26ac3c2e2c05 |
| seed2026_UNet_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 4.0 MB | fe0af7009a5c |
| seed2026_UNet_TverskyLoss_best.ckpt | Weights | 4.0 MB | 96d24276e776 |
| seed2026_UNet_TverskyLoss_checkpoint.ckpt | Weights | 4.0 MB | ff012f9fcefa |
| seed42_SegMambaTiny_DiceLoss_best.ckpt | Weights | 26.3 MB | 799c892349b8 |
| seed42_SegMambaTiny_DiceLoss_checkpoint.ckpt | Weights | 26.3 MB | 60addd76e344 |
| seed42_SegMambaTiny_GeneralizedDiceLoss_best.ckpt | Weights | 26.3 MB | 8af36be029a8 |
| seed42_SegMambaTiny_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 26.3 MB | d47ac9a10a82 |
| seed42_SegMambaTiny_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 26.3 MB | 3750fc24a544 |
| seed42_SegMambaTiny_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 26.3 MB | 7200030d7826 |
| seed42_SegMambaTiny_TverskyLoss_best.ckpt | Weights | 26.3 MB | f24abfa9e6b7 |
| seed42_SegMambaTiny_TverskyLoss_checkpoint.ckpt | Weights | 26.3 MB | 1c0d6890eae6 |
| seed42_SegResNet_DiceLoss_best.ckpt | Weights | 9.7 MB | 72eccb9bfdc6 |
| seed42_SegResNet_DiceLoss_checkpoint.ckpt | Weights | 9.7 MB | b9e9fb2bc113 |
| seed42_SegResNet_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 9.7 MB | 8202fe8a54b5 |
| seed42_SegResNet_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 9.7 MB | 12f44138b30d |
| seed42_SegResNet_FocalLoss_best.ckpt | Weights | 9.7 MB | 1d4c210cb04f |
| seed42_SegResNet_FocalLoss_checkpoint.ckpt | Weights | 9.7 MB | 73dba8bc7365 |
| seed42_SegResNet_FocalLoss_gamma_3_best.ckpt | Weights | 9.7 MB | b8c78aaf3441 |
| seed42_SegResNet_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 9.7 MB | e96e0f654b40 |
| seed42_SegResNet_FocalLoss_gamma_4_best.ckpt | Weights | 9.7 MB | 7801b710888f |
| seed42_SegResNet_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 9.7 MB | 810bff33630d |
| seed42_SegResNet_GeneralizedDiceLoss_best.ckpt | Weights | 9.7 MB | 47dea2ceb17a |
| seed42_SegResNet_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 9.7 MB | ecad2a93471f |
| seed42_SegResNet_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 9.7 MB | 3057805a158b |
| seed42_SegResNet_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 9.7 MB | 099985900bf4 |
| seed42_SegResNet_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 9.7 MB | 76e86caeea27 |
| seed42_SegResNet_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 9.7 MB | 09b9ecdff728 |
| seed42_SegResNet_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 9.7 MB | 08ebb8a41736 |
| seed42_SegResNet_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 9.7 MB | 9552080435db |
| seed42_SegResNet_TverskyLoss_best.ckpt | Weights | 9.7 MB | e0e2a9527b6a |
| seed42_SegResNet_TverskyLoss_checkpoint.ckpt | Weights | 9.7 MB | 42001ce7214f |
| seed42_SwinUNETR_DiceLoss_best.ckpt | Weights | 38.2 MB | a0e6f5b5ad0e |
| seed42_SwinUNETR_DiceLoss_checkpoint.ckpt | Weights | 38.2 MB | 58975ed03233 |
| seed42_SwinUNETR_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 38.2 MB | c327e6e725f1 |
| seed42_SwinUNETR_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 38.2 MB | fe9a92e8a497 |
| seed42_SwinUNETR_FocalLoss_best.ckpt | Weights | 38.2 MB | 4852442a1a2d |
| seed42_SwinUNETR_FocalLoss_checkpoint.ckpt | Weights | 38.2 MB | 29b689f9eb12 |
| seed42_SwinUNETR_FocalLoss_gamma_3_best.ckpt | Weights | 38.2 MB | fede90d2594e |
| seed42_SwinUNETR_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 38.2 MB | dac97a5ff17c |
| seed42_SwinUNETR_FocalLoss_gamma_4_best.ckpt | Weights | 38.2 MB | fad0d2850e27 |
| seed42_SwinUNETR_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 38.2 MB | 7f01b7013fe8 |
| seed42_SwinUNETR_GeneralizedDiceLoss_best.ckpt | Weights | 38.2 MB | b283a4ed8027 |
| seed42_SwinUNETR_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 38.2 MB | 436a51fd5670 |
| seed42_SwinUNETR_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 38.2 MB | 53eaff852dad |
| seed42_SwinUNETR_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 38.2 MB | 30a19364a7b9 |
| seed42_SwinUNETR_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 38.2 MB | 1060f431381a |
| seed42_SwinUNETR_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 38.2 MB | b3e0bc52777a |
| seed42_SwinUNETR_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 38.2 MB | f3f40cdad50c |
| seed42_SwinUNETR_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 38.2 MB | 97bfc124dcab |
| seed42_SwinUNETR_TverskyLoss_best.ckpt | Weights | 38.2 MB | a93bc3f73f06 |
| seed42_SwinUNETR_TverskyLoss_checkpoint.ckpt | Weights | 38.2 MB | 4890d35dbea9 |
| seed42_UNet3D_DiceLoss_best.ckpt | Weights | 11.9 MB | 9d444ae37f5a |
| seed42_UNet3D_DiceLoss_checkpoint.ckpt | Weights | 11.9 MB | 830662f5d6df |
| seed42_UNet3D_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 11.9 MB | c744ff622ea3 |
| seed42_UNet3D_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 11.9 MB | d721842b598b |
| seed42_UNet3D_FocalLoss_best.ckpt | Weights | 11.9 MB | c1e270f31f77 |
| seed42_UNet3D_FocalLoss_checkpoint.ckpt | Weights | 11.9 MB | 284c6db5c7a4 |
| seed42_UNet3D_FocalLoss_gamma_3_best.ckpt | Weights | 11.9 MB | cb788a4ddfe6 |
| seed42_UNet3D_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 11.9 MB | 682666a0efbb |
| seed42_UNet3D_FocalLoss_gamma_4_best.ckpt | Weights | 11.9 MB | aa2029f86e8a |
| seed42_UNet3D_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 11.9 MB | 4887f3a7894c |
| seed42_UNet3D_GeneralizedDiceLoss_best.ckpt | Weights | 11.9 MB | 16252610f582 |
| seed42_UNet3D_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 11.9 MB | de42a90cae59 |
| seed42_UNet3D_MultilabelBCEWithLogitsLoss_best-v1.ckpt | Weights | 11.9 MB | ab99b37d842b |
| seed42_UNet3D_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 11.9 MB | 2bef523847ba |
| seed42_UNet3D_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 11.9 MB | cc16ef8a8046 |
| seed42_UNet3D_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 11.9 MB | 4be3cc9e4330 |
| seed42_UNet3D_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 11.9 MB | 9e8e9884ed53 |
| seed42_UNet3D_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 11.9 MB | 04d16961f9ec |
| seed42_UNet3D_TverskyLoss_best.ckpt | Weights | 11.9 MB | 27eef8a93056 |
| seed42_UNet3D_TverskyLoss_checkpoint.ckpt | Weights | 11.9 MB | cb8b4b021850 |
| seed42_UNet_DiceLoss_best.ckpt | Weights | 4.0 MB | a99832356a12 |
| seed42_UNet_DiceLoss_checkpoint.ckpt | Weights | 4.0 MB | 194625ac5667 |
| seed42_UNet_DiceMultilabelBCEWithLogitsLoss_best.ckpt | Weights | 4.0 MB | 6079e6ebf783 |
| seed42_UNet_DiceMultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 4.0 MB | 5f0925324184 |
| seed42_UNet_FocalLoss_best.ckpt | Weights | 4.0 MB | 8bda7a2dbced |
| seed42_UNet_FocalLoss_checkpoint.ckpt | Weights | 4.0 MB | 71333609791d |
| seed42_UNet_FocalLoss_gamma_3_best.ckpt | Weights | 4.0 MB | 732c4c1f7837 |
| seed42_UNet_FocalLoss_gamma_3_checkpoint.ckpt | Weights | 4.0 MB | 3511b3e321db |
| seed42_UNet_FocalLoss_gamma_4_best.ckpt | Weights | 4.0 MB | 40398886b16d |
| seed42_UNet_FocalLoss_gamma_4_checkpoint.ckpt | Weights | 4.0 MB | fe3fa72ccc95 |
| seed42_UNet_GeneralizedDiceLoss_best.ckpt | Weights | 4.0 MB | 7b498646c6bb |
| seed42_UNet_GeneralizedDiceLoss_checkpoint.ckpt | Weights | 4.0 MB | f2c253514742 |
| seed42_UNet_MultilabelBCEWithLogitsLoss_best.ckpt | Weights | 4.0 MB | 07a916b28d9e |
| seed42_UNet_MultilabelBCEWithLogitsLoss_checkpoint.ckpt | Weights | 4.0 MB | 424fdd361372 |
| seed42_UNet_TverskyLoss_alpha_03_beta_07_best.ckpt | Weights | 4.0 MB | b0115f5f7535 |
| seed42_UNet_TverskyLoss_alpha_03_beta_07_checkpoint.ckpt | Weights | 4.0 MB | cc1f992f2d7e |
| seed42_UNet_TverskyLoss_alpha_04_beta_06_best.ckpt | Weights | 4.0 MB | f38aa01d75e0 |
| seed42_UNet_TverskyLoss_alpha_04_beta_06_checkpoint.ckpt | Weights | 4.0 MB | 877792250b59 |
| seed42_UNet_TverskyLoss_best.ckpt | Weights | 4.0 MB | d3cc5fb94d7e |
| seed42_UNet_TverskyLoss_checkpoint.ckpt | Weights | 4.0 MB | 29b077301809 |
| training_registry.json | Configuration | 26.8 KB | — |
| .gitattributes | Repository | 1.5 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 4.5 GB
Download from Es Ta
Released by Es Ta through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 4.5 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.