nv-raw2insights-us: flatten train/validation -> data/, add README
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +923 -0
- nv-raw2insights-us/README.md +143 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0000.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0001.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0002.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0003.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0004.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0005.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0006.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0007.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0008.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0009.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0010.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0011.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0012.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0013.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0014.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0015.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0016.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0017.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0018.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0019.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0020.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0021.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0022.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0023.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0024.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0025.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0026.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0027.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0028.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0029.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0030.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0031.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0032.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0033.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0034.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0035.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0036.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0037.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0038.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0039.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0040.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0041.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0042.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0043.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0044.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0045.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0046.hdf5 +0 -0
- nv-raw2insights-us/{train → data}/nv_r2i_us_train_0047.hdf5 +0 -0
.gitattributes
CHANGED
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@@ -9911,3 +9911,926 @@ kaist-snubh-barreleye/data/S34_D1.hdf5 filter=lfs diff=lfs merge=lfs -text
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kaist-snubh-barreleye/data/S34_D2.hdf5 filter=lfs diff=lfs merge=lfs -text
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kaist-snubh-barreleye/data/S35_D1.hdf5 filter=lfs diff=lfs merge=lfs -text
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kaist-snubh-barreleye/data/S35_D2.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 9911 |
kaist-snubh-barreleye/data/S34_D2.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9912 |
kaist-snubh-barreleye/data/S35_D1.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9913 |
kaist-snubh-barreleye/data/S35_D2.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9914 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0000.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9915 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0001.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9916 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0002.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9917 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0003.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9918 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0004.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9919 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0005.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9920 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0006.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9921 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0007.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9922 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0008.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9923 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0009.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9924 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0010.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9925 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0011.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9926 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0012.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9927 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0013.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9928 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0014.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9929 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0015.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9930 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0016.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9931 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0017.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9932 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0018.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9933 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0019.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9934 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0020.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9935 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0021.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9936 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0022.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9937 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0023.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9938 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0024.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9939 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0025.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9940 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0026.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9941 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0027.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9942 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0028.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9943 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0029.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9944 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0030.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9945 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0031.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9946 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0032.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9947 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0033.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9948 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0034.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9949 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0035.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9950 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0036.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9951 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0037.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9952 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0038.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9953 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0039.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9954 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0040.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9955 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0041.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9956 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0042.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9957 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0043.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9958 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0044.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9959 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0045.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9960 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0046.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9961 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0047.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9962 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0048.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9963 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0049.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9964 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0050.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9965 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0051.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9966 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0052.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9967 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0053.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9968 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0054.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9969 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0055.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9970 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0056.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9971 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0057.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9972 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0058.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9973 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0059.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9974 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0060.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9975 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0061.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9976 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0062.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9977 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0063.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9978 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0064.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9979 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0065.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9980 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0066.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9981 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0067.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9982 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0068.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9983 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0069.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9984 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0070.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9985 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0071.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9986 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0072.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9987 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0073.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9988 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0074.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9989 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0075.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9990 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0076.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9991 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0077.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9992 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0078.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9993 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0079.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9994 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0080.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9995 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0081.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9996 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0082.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9997 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0083.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9998 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0084.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 9999 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0085.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10000 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0086.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10001 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0087.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10002 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0088.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10003 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0089.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10004 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0090.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10005 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0091.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10006 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0092.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10007 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0093.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10008 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0094.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10009 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0095.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10010 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0096.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10011 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0097.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10012 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0098.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10013 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0099.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10014 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0100.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10015 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0101.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10016 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0102.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10017 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0103.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10018 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0104.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10019 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0105.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10020 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0106.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10021 |
+
nv-raw2insights-us/data/nv_r2i_us_train_0107.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10022 |
+
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| 10764 |
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nv-raw2insights-us/data/nv_r2i_us_validation_0020.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10765 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0021.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10766 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0022.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10767 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0023.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10768 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0024.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10769 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0025.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10770 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0026.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10771 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0027.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10772 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0028.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10773 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0029.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10774 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0030.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10775 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0031.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10776 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0032.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10777 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0033.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10778 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0034.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10779 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0035.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10780 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0036.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10781 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0037.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10782 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0038.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10783 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0039.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10784 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0040.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10785 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0041.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10786 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0042.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10787 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0043.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10788 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0044.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10789 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0045.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10790 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0046.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10791 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0047.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10792 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0048.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10793 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0049.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10794 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0050.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10795 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0051.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10796 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0052.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10797 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0053.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10798 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0054.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10799 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0055.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10800 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0056.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10801 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0057.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10802 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0058.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10803 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0059.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10804 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0060.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10805 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0061.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10806 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0062.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10807 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0063.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10808 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0064.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10809 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0065.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10810 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0066.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10811 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0067.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10812 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0068.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10813 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0069.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10814 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0070.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10815 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0071.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10816 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0072.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10817 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0073.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10818 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0074.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10819 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0075.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10820 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0076.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10821 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0077.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10822 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0078.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10823 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0079.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10824 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0080.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10825 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0081.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10826 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0082.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10827 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0083.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10828 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0084.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10829 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0085.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10830 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0086.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10831 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0087.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10832 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0088.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10833 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0089.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10834 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0090.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10835 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0091.hdf5 filter=lfs diff=lfs merge=lfs -text
|
| 10836 |
+
nv-raw2insights-us/data/nv_r2i_us_validation_0092.hdf5 filter=lfs diff=lfs merge=lfs -text
|
nv-raw2insights-us/README.md
ADDED
|
@@ -0,0 +1,143 @@
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|
| 1 |
+
---
|
| 2 |
+
pretty_name: "OpenH-RF — NV-Raw2Insights-US (simulated FSA, sound-speed / aberration / segmentation)"
|
| 3 |
+
license: cc-by-4.0
|
| 4 |
+
task_categories:
|
| 5 |
+
- other
|
| 6 |
+
tags:
|
| 7 |
+
- ultrasound
|
| 8 |
+
- rf
|
| 9 |
+
- iq
|
| 10 |
+
- openh-rf
|
| 11 |
+
- beamforming
|
| 12 |
+
- sound-speed-estimation
|
| 13 |
+
- phase-aberration
|
| 14 |
+
- segmentation
|
| 15 |
+
- simulation
|
| 16 |
+
language:
|
| 17 |
+
- en
|
| 18 |
+
size_categories:
|
| 19 |
+
- n<1K
|
| 20 |
+
---
|
| 21 |
+
|
| 22 |
+
# NV-Raw2Insights-US — Simulated FSA Channel Data with Sound-Speed, Aberration, and Segmentation Ground Truth
|
| 23 |
+
|
| 24 |
+
## Dataset Description
|
| 25 |
+
|
| 26 |
+
NV-Raw2Insights-US is a **simulated full-synthetic-aperture (FSA)** ultrasound
|
| 27 |
+
dataset for training and evaluating neural networks on **sound-speed
|
| 28 |
+
estimation**, **phase-aberration correction**, **tissue segmentation**, and
|
| 29 |
+
**learned image reconstruction** from raw pre-beamformed channel data.
|
| 30 |
+
|
| 31 |
+
Each sample is a single-frame FSA acquisition from a **180-element linear
|
| 32 |
+
array** simulated with **k-Wave** over a heterogeneous tissue phantom
|
| 33 |
+
containing cysts. Every acquisition provides raw baseband **IQ channel data**
|
| 34 |
+
alongside co-registered ground truth: a **speed-of-sound map**, a **binary cyst
|
| 35 |
+
segmentation mask**, a **DAS B-mode** and a **focused-transmit B-mode**, and a
|
| 36 |
+
per-sample **phase-aberration** value. All data are **synthetic**; no human or
|
| 37 |
+
animal subjects are involved.
|
| 38 |
+
|
| 39 |
+
This is the **zea-format (OpenH-RF) release**; the same simulations are also
|
| 40 |
+
published in a Hugging Face `datasets`/Arrow build at
|
| 41 |
+
[`nvidia/NV-Raw2Insights-US`](https://huggingface.co/datasets/nvidia/NV-Raw2Insights-US).
|
| 42 |
+
|
| 43 |
+
## Dataset Contributor(s)
|
| 44 |
+
|
| 45 |
+
NVIDIA Corporation — Walter Simson, Sean Huver.
|
| 46 |
+
|
| 47 |
+
## Dataset Creation Date
|
| 48 |
+
|
| 49 |
+
12/01/2025.
|
| 50 |
+
|
| 51 |
+
## License / Terms of Use
|
| 52 |
+
|
| 53 |
+
[Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/legalcode.en).
|
| 54 |
+
Retain attribution and identify modifications when reusing the data.
|
| 55 |
+
|
| 56 |
+
## Intended Usage
|
| 57 |
+
|
| 58 |
+
Developing and benchmarking methods that operate on raw ultrasound channel data:
|
| 59 |
+
learned/adaptive beamforming, sound-speed estimation, phase-aberration
|
| 60 |
+
correction, and tissue segmentation. Because the sound-speed map, segmentation
|
| 61 |
+
mask, and aberration value are exact simulation ground truth, the dataset
|
| 62 |
+
supports fully-supervised training of channel-data-to-insight models.
|
| 63 |
+
|
| 64 |
+
## Dataset Characterization
|
| 65 |
+
|
| 66 |
+
- **Data Collection Method:** Synthetic — k-Wave acoustic simulation of a
|
| 67 |
+
180-element linear array over heterogeneous tissue phantoms with cysts.
|
| 68 |
+
- **Labeling Method:** Synthetic — ground truth taken directly from the
|
| 69 |
+
simulation parameters (sound-speed map, cyst segmentation, aberration).
|
| 70 |
+
- **Acquisition model:** Full synthetic aperture (multi-static) — 180
|
| 71 |
+
single-element transmit events per frame, all 180 elements received;
|
| 72 |
+
transmit centre frequency 6.5 MHz, baseband IQ sampled at 13.3 MHz,
|
| 73 |
+
background sound speed 1540 m/s.
|
| 74 |
+
|
| 75 |
+
## Dataset Format
|
| 76 |
+
|
| 77 |
+
Packaged in the **zea** file format (`zea_version` 0.1.0), **one HDF5 file per
|
| 78 |
+
sample**, all under `data/`. The train/validation split is encoded in each
|
| 79 |
+
filename (`nv_r2i_us_train_XXXX.hdf5`, `nv_r2i_us_validation_XXXX.hdf5`).
|
| 80 |
+
|
| 81 |
+
Per-file contents:
|
| 82 |
+
|
| 83 |
+
| Group / field | Shape | Dtype | Units | Description |
|
| 84 |
+
| --- | --- | --- | --- | --- |
|
| 85 |
+
| `tracks/track_0/data/raw_data` | `[1, 180, 1024, 180, 2]` | float32 | – | Baseband IQ channel data `[frame, transmit, fast-time, receive, (I,Q)]` |
|
| 86 |
+
| `tracks/track_0/data/image` (+ `coordinates`) | `[1, 507, 456]` | uint8 | – | Synthetic-aperture DAS B-mode reconstructed from `raw_data` |
|
| 87 |
+
| `tracks/track_0/data/bmode_focused` (+ `coordinates`) | `[1, 507, 456]` | uint8 | – | Focused-transmit B-mode |
|
| 88 |
+
| `tracks/track_0/data/sos_map` (+ `coordinates`, `unit`) | `[1, 32, 32]` | float32 | m/s | Ground-truth speed-of-sound map |
|
| 89 |
+
| `tracks/track_0/data/segmentation` (+ `coordinates`, `labels`) | `[1, 507, 456, 2]` | bool | – | Binary segmentation; `labels` name the classes (background tissue / cyst) |
|
| 90 |
+
| `metrics/common_midpoint_phase_error` | `[1]` | float32 | rad | Per-sample phase-aberration error |
|
| 91 |
+
| `tracks/track_0/scan/{sampling,center,demodulation}_frequency` | scalar | float32 | Hz | 13.3 MHz / 6.5 MHz / 6.5 MHz |
|
| 92 |
+
| `tracks/track_0/scan/sound_speed` | scalar | float32 | m/s | Background sound speed (1540) |
|
| 93 |
+
| `tracks/track_0/scan/{initial_times, t0_delays, tx_apodizations, transmit_origins, focus_distances, polar_angles, azimuth_angles}` | per-transmit | float32 | s / – / m / rad | Full-synthetic-aperture transmit description (single-element transmits) |
|
| 94 |
+
| `probe/probe_geometry` | `[180, 3]` | float32 | m | Element positions (x, y, z) |
|
| 95 |
+
| `probe/name` | str | – | – | Transducer identifier |
|
| 96 |
+
| `metadata/annotations/{anatomy, label}`, `metadata/subject/type`, `metadata/credit` | str | – | – | Aggregate/de-identified metadata (subject type = simulation) |
|
| 97 |
+
|
| 98 |
+
## Dataset Quantification
|
| 99 |
+
|
| 100 |
+
- **923 samples (830 train / 93 validation)**, one HDF5 per sample, all in
|
| 101 |
+
`data/`; the split is carried in the filename.
|
| 102 |
+
- Each sample is a single-frame FSA acquisition (frame index always 0).
|
| 103 |
+
|
| 104 |
+
## Subject Metadata
|
| 105 |
+
|
| 106 |
+
- **Synthetic only** — no human or animal subjects. Each sample is a k-Wave
|
| 107 |
+
simulation over a digital tissue phantom containing cysts.
|
| 108 |
+
- No PHI; `subject/type` is a simulation label, not a patient identifier.
|
| 109 |
+
|
| 110 |
+
## Data Validation
|
| 111 |
+
|
| 112 |
+
Each file's `tracks/track_0/data/image` is a DAS B-mode reconstructed from
|
| 113 |
+
`raw_data` by the zea pipeline (see `pipeline.yaml`), so the reconstruction is
|
| 114 |
+
reproducible from the raw channel data and the recorded transmit description.
|
| 115 |
+
|
| 116 |
+
## Known Issues
|
| 117 |
+
|
| 118 |
+
- `sos_map` is a coarse `32 × 32` grid while the B-mode and segmentation are on
|
| 119 |
+
the fine `507 × 456` grid; each carries its own `coordinates` for alignment.
|
| 120 |
+
- Cysts that touch the edge of the B-mode frame are not included in the
|
| 121 |
+
segmentation mask.
|
| 122 |
+
- Some regions of gross reverberation artifact can be incorrectly segmented as
|
| 123 |
+
cysts.
|
| 124 |
+
|
| 125 |
+
## Ethical Considerations
|
| 126 |
+
|
| 127 |
+
The data are entirely synthetic (k-Wave simulation of digital phantoms). There
|
| 128 |
+
are no human participants, animal subjects, patient identifiers, or protected
|
| 129 |
+
health information. Released under CC BY 4.0 for research and technical
|
| 130 |
+
evaluation, not clinical decision-making.
|
| 131 |
+
|
| 132 |
+
## Citation
|
| 133 |
+
|
| 134 |
+
```bibtex
|
| 135 |
+
@misc{nv_raw2insights_us_2026,
|
| 136 |
+
title={NV-Raw2Insights-US},
|
| 137 |
+
author={Simson, Walter and Huver, Sean},
|
| 138 |
+
year={2026},
|
| 139 |
+
publisher={NVIDIA Corporation},
|
| 140 |
+
howpublished={\url{https://huggingface.co/datasets/nvidia/NV-Raw2Insights-US}},
|
| 141 |
+
license={CC BY 4.0}
|
| 142 |
+
}
|
| 143 |
+
```
|
nv-raw2insights-us/{train → data}/nv_r2i_us_train_0000.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0001.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0003.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0006.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0007.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0008.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0030.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0031.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0032.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0033.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0034.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0035.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0037.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0038.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0039.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0041.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0042.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0043.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0044.hdf5
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nv-raw2insights-us/{train → data}/nv_r2i_us_train_0045.hdf5
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