diff --git a/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/src/README.md b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/src/README.md
index 2165fd454c1002d90f62a98e204f546ded42e354..6b55d56174599eea690b8942a025ddeffc3ed6fd 100644
--- a/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/src/README.md
+++ b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/src/README.md
@@ -1,4 +1,3 @@
-
 # Environment setup 
 
 Add path to `libprotobuf.so` and `libnvdla_compiler.so` in LD_LIBRARY_PATH
@@ -16,7 +15,7 @@ python3 /home/hsharif3/Gitlab/hpvm_release_nvdla/hpvm/build/tools/hpvm/tools/hpv
 
 ```
 
-*NOTE*: by default hpvm-clang is configured to read calibration inputs from a `calib.txt` file plaed in the current build directoy (see main.py.in in hpvm-clang). By default, INT8 mode is usedm for testing modify main.py in build directory to use FP16 mode (easily configurable)
+*NOTE*: by default hpvm-clang is configured to read calibration inputs from a `calib.txt` file plaed in the current build directoy (see main.py.in in hpvm-clang). Default compilation mode is INT8 - modify `main.py` in build directory to use FP16 mode (easily configurable)
 
 
 # Running on EPOCHS chip 
@@ -30,6 +29,12 @@ ssh -q -o StrictHostKeyChecking=no -o UserKnownHostsFile=/dev/null -p 5506 root@
 
 ```
 
+*password*: `openesp` 
+
+More instructions on EPOCHS chip here: 
+
+https://docs.google.com/document/d/1rQa6sIDKtYHGKmWg5bPROJ_FijDUnaVEWkckLWtpHFU/edit?usp=sharing
+
 
 Running on EPOCHS chip:
 
@@ -41,7 +46,13 @@ cd NV_NVDLA/
 
 ```
 
+*NOTE*  --normalize not neeed here -- input should be INT8
+
+# Images to use for Testing 
 
+Images to use for testing under `/benchmarks/miniera-hpvm/data/images` 
+
+The ground truth class of the image is part of the file name. For instance, `*_1.jpg` indicates file with target class `1`.
 
 
 # Frontend/Source changes required
@@ -50,4 +61,10 @@ cd NV_NVDLA/
 
 * Weights for FC layers need to be tranposed 
 
-* Modify paths to readTrainedWeights to pass constant file path -- use MODEL_PARAMS_STR as part of string 
+* Modify paths to readTrainedWeights to pass constant file path -- use MODEL_PARAMS_STR as part of string (see `miniera-hpvm.cpp` as example) 
+
+
+
+# Missing Support 
+
+** BatchNorm support missing (better to try on small example first)