update read me

Author: wbw520

README.md

@@ -22,7 +22,7 @@ python main_recon.py --num_classes 10 --num_cpt 20 --lr 0.001 --epoch 50 --lr_dr
 ```
 Use the following command for the inference of a sample. You can change the index to select different input samples. Change deactivate (deactivate one concept, 1 to num_class) and see the changes of reconstruction. Change top-sample (top-10 in the paper) to show more details for a concept. Visualization for the input sample and all concepts are shown at folder "vis" and "vis_pp", respectively. 
 ```
-python vis_recon.py --num_classes 10 --num_cpt 20 --index 0 --top_sample 20 --top_sample 20 --deactivate -1
+python vis_recon.py --num_classes 10 --num_cpt 20 --index 0 --top_sample 10 ---deactivate -1
 ```
 
 #### Usage for CUB200, ImageNet, Synthetic and Custom
@@ -42,5 +42,5 @@ First run process.py to extarct the activation for all dataset samples:
 python process.py
 
 Then see the generated concepts by:
-python vis_retri.py --num_classes 50 --num_cpt 20 --base_model resnet18 --index 300 --top_sample 20 --dataset CUB200
+python vis_retri.py --num_classes 50 --num_cpt 20 --base_model resnet18 --index 300 --top_sample 10 --dataset CUB200
 ```