Binarized Neural Networks Architecutre Search for Semantic Segmentation

Configure your network architecture in the bash file and then run it

Gradient based search

CUBLAS_WORKSPACE_CONFIG=:4096:8 bash run_darts_search.bash

Performance based search

CUBLAS_WORKSPACE_CONFIG=:4096:8 bash run_bnas_search.bash

Evaluate your search outcome
- Configure your evaluation network in run_darts_eval.bash and then run it
```
CUBLAS_WORKSPACE_CONFIG=:4096:8 bash run_darts_eval.bash 
```

Acknowledgement

Differentiable architecture search for convolutional and recurrent networks. (DARTS)
This repository contains an unofficial implementation of BNAS
Binarized Encoder-Decoder Network and Binarized Deconvolution Engine for Semantic Segmentation. (BEDN)
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation. (SBNN)
Flops Counter
Segmenation metrics
ENet
DAPNet

Name		Name	Last commit message	Last commit date
Latest commit History 35 Commits
eval/darts		eval/darts
fp_models		fp_models
processing		processing
search		search
utilities		utilities
.gitignore		.gitignore
LICENSE		LICENSE
README.md		README.md
run_bedn.bash		run_bedn.bash
run_bedn_sub.bash		run_bedn_sub.bash
run_bisenet_fp_sub.bash		run_bisenet_fp_sub.bash
run_bnas_search.bash		run_bnas_search.bash
run_dabnet.bash		run_dabnet.bash
run_dabnet_kd.bash		run_dabnet_kd.bash
run_darts_eval.bash		run_darts_eval.bash
run_darts_eval_fastinf.bash		run_darts_eval_fastinf.bash
run_darts_eval_sub_cityscape.bash		run_darts_eval_sub_cityscape.bash
run_darts_eval_sub_kitti.bash		run_darts_eval_sub_kitti.bash
run_darts_search.bash		run_darts_search.bash
run_darts_search_eval_kd_v2.bash		run_darts_search_eval_kd_v2.bash
run_darts_search_kd.bash		run_darts_search_kd.bash
run_enet.bash		run_enet.bash
run_enet_bin.bash		run_enet_bin.bash
run_enet_bin_sub.bash		run_enet_bin_sub.bash
run_enet_fp_sub.bash		run_enet_fp_sub.bash
run_erfnet_bin_sub.bash		run_erfnet_bin_sub.bash
run_espnet.bash		run_espnet.bash
run_fast_scnn_fp_sub.bash		run_fast_scnn_fp_sub.bash
run_fp_model_deeplab.bash		run_fp_model_deeplab.bash
run_fp_model_deeplab_pytorch.bash		run_fp_model_deeplab_pytorch.bash
run_fp_model_enc_dec.bash		run_fp_model_enc_dec.bash
run_road.bash		run_road.bash
run_road_crossval.bash		run_road_crossval.bash
run_test_submission_test.bash		run_test_submission_test.bash
weights.py		weights.py