├── .DS_Store ├── .gitignore ├── COPAR ├── COPAR.m ├── COPAR_cost.m ├── COPAR_init.m ├── COPAR_pred.m ├── COPAR_updateD.m ├── COPAR_updateX.m ├── COPAR_updateX2.m ├── COPAR_updateXc.m ├── COPAR_updateXc2.m └── COPAR_wrapper.m ├── COPAR_top.m ├── D2L2R2 ├── D2L2R2.m ├── D2L2R2_cost.m ├── D2L2R2_init.m ├── D2L2R2_pred.m ├── D2L2R2_updateD.m └── D2L2R2_wrapper.m ├── D2L2R2_top.m ├── DICTOL_demo.m ├── DLSI ├── DLSI.m ├── DLSI_cost.m ├── DLSI_pred.m ├── DLSI_term.m ├── DLSI_updateD.m ├── DLSI_wrapper.m └── tmp.mat ├── DLSI_top.m ├── FDDL_top.m ├── LCKSVD ├── LCKSVD_wrapper.m ├── OMPbox │ ├── Contents.m │ ├── faq.txt │ ├── make.m │ ├── mexutils.c │ ├── mexutils.h │ ├── myblas.c │ ├── myblas.h │ ├── omp.m │ ├── omp2.m │ ├── omp2mex.c │ ├── omp2mex.m │ ├── omp2mex.mexw64 │ ├── ompcore.c │ ├── ompcore.h │ ├── ompdemo.m │ ├── ompmex.c │ ├── ompmex.m │ ├── ompmex.mexw64 │ ├── ompprof.c │ ├── ompprof.h │ ├── ompspeedtest.m │ ├── omputils.c │ ├── omputils.h │ ├── ompver.m │ ├── printf.m │ ├── private │ │ ├── make.m │ │ ├── mexutils.c │ │ ├── mexutils.h │ │ ├── myblas.c │ │ ├── myblas.h │ │ ├── omp2mex.c │ │ ├── omp2mex.m │ │ ├── omp2mex.mexw64 │ │ ├── ompcore.c │ │ ├── ompcore.h │ │ ├── ompmex.c │ │ ├── ompmex.m │ │ ├── ompmex.mexw64 │ │ ├── ompprof.c │ │ ├── ompprof.h │ │ ├── omputils.c │ │ ├── omputils.h │ │ └── printf.m │ └── readme.txt ├── README ├── classification.m ├── colnorms_squared_new.m ├── initialization4LCKSVD.m ├── ksvdbox │ ├── Contents.m │ ├── faq.txt │ ├── images │ │ ├── barbara.png │ │ ├── boat.png │ │ ├── house.png │ │ ├── lena.png │ │ └── peppers.png │ ├── ksvd.m │ ├── ksvddemo.m │ ├── ksvddenoise.m │ ├── ksvddenoisedemo.m │ ├── ksvdver.m │ ├── odct2dict.m │ ├── odct3dict.m │ ├── odctdict.m │ ├── odctndict.m │ ├── ompdenoise.m │ ├── ompdenoise1.m │ ├── ompdenoise2.m │ ├── ompdenoise3.m │ ├── private │ │ ├── add_dc.m │ │ ├── addtocols.c │ │ ├── addtocols.m │ │ ├── addtocols.mexw64 │ │ ├── col2imstep.c │ │ ├── col2imstep.m │ │ ├── col2imstep.mexw64 │ │ ├── collincomb.c │ │ ├── collincomb.m │ │ ├── collincomb.mexw64 │ │ ├── countcover.m │ │ ├── dictdist.m │ │ ├── im2colstep.c │ │ ├── im2colstep.m │ │ ├── im2colstep.mexw64 │ │ ├── imnormalize.m │ │ ├── iswhole.m │ │ ├── make.m │ │ ├── mexutils.c │ │ ├── mexutils.h │ │ ├── normcols.m │ │ ├── printf.m │ │ ├── reggrid.m │ │ ├── remove_dc.m │ │ ├── rowlincomb.c │ │ ├── rowlincomb.m │ │ ├── rowlincomb.mexw64 │ │ ├── sampgrid.m │ │ ├── secs2hms.m │ │ ├── spdiag.m │ │ ├── sprow.c │ │ ├── sprow.m │ │ ├── sprow.mexw64 │ │ ├── timerclear.m │ │ ├── timereta.m │ │ └── timerinit.m │ ├── readme.txt │ └── showdict.m ├── labelconsistentksvd1.m ├── labelconsistentksvd2.m ├── lcksvd_buildH.m ├── lcksvd_main2.m ├── main.m ├── normcols.m └── trainingdata │ ├── dictionarydata1.mat │ ├── dictionarydata2.mat │ └── featurevectors.mat ├── LCKSVD_top.m ├── LICENSE ├── LRSDL_FDDL ├── DL_smallIntraCoeff.m ├── Eigenface_f.m ├── FDDL_INIC.m ├── FDDL_INID.m ├── FDDL_init2.m ├── FDDL_pred.m ├── FDDL_pred_LC.m ├── FDDL_updateD_fast.m ├── FDDL_updateX.m ├── FDDL_wrapper.m ├── LRSDL.m ├── LRSDL_buildYhat.m ├── LRSDL_buildYhat2.m ├── LRSDL_cost.m ├── LRSDL_init.m ├── LRSDL_init2.m ├── LRSDL_initD0X0.m ├── LRSDL_pred_GC.m ├── LRSDL_pred_LC.m ├── LRSDL_updateD.m ├── LRSDL_updateD0.m ├── LRSDL_updateD_fast.m ├── LRSDL_updateXX0.m ├── LRSDL_wrapper.m ├── buildM_2Mbar.m ├── buildMhat.m ├── figs │ ├── LRSDL_motivation.png │ ├── examples_landscape.png │ ├── idea_LRSDL_web.png │ ├── web_compare_algs.png │ └── web_compare_ntrain.png ├── myLassoWIntrasmall_fista.m ├── readme.md ├── soft.m └── test_grad_f2.m ├── LRSDL_top.m ├── ODL ├── ODL.m ├── ODL_cost.m └── ODL_updateD.m ├── README.md ├── SRC ├── SRC_pred.m ├── SRC_pred_shared.m └── SRC_wrapper.m ├── SRC_top.m ├── compare_complexity.m ├── data ├── myAR.mat ├── myARgender.mat ├── myFlower101.mat ├── myFlower102.mat ├── myFlower103.mat ├── mySynthetic.mat └── myYaleB.mat ├── dictol_in_github.png ├── latex ├── COPAR_cost.aux ├── COPAR_cost.fdb_latexmk ├── COPAR_cost.fls ├── COPAR_cost.log ├── COPAR_cost.pdf ├── COPAR_cost.png ├── COPAR_cost.synctex.gz ├── COPAR_cost.tex ├── COPAR_cost1.aux ├── COPAR_cost1.fdb_latexmk ├── COPAR_cost1.fls ├── COPAR_cost1.log ├── COPAR_cost1.pdf ├── COPAR_cost1.png ├── COPAR_cost1.synctex.gz ├── COPAR_cost1.tex ├── DLSI_cost.aux ├── DLSI_cost.fdb_latexmk ├── DLSI_cost.fls ├── DLSI_cost.log ├── DLSI_cost.pdf ├── DLSI_cost.png ├── DLSI_cost.synctex.gz ├── DLSI_cost.tex ├── ODL_cost.aux ├── ODL_cost.fdb_latexmk ├── ODL_cost.fls ├── ODL_cost.log ├── ODL_cost.pdf ├── ODL_cost.png ├── ODL_cost.synctex.gz ├── ODL_cost.tex ├── definitions.tex ├── norm12.aux ├── norm12.fdb_latexmk ├── norm12.fls ├── norm12.log ├── norm12.pdf ├── norm12.synctex.gz └── norm12.tex ├── myinit.m └── utils ├── FDDL_discriminative.m ├── FDDL_fidelity.m ├── PickDfromY.m ├── buildMean.m ├── build_diagonal_mask.m ├── calc_acc.m ├── check_grad.m ├── confusion_matrix.m ├── displayPatches.m ├── display_network.m ├── double_diagonal.m ├── double_diagonal_blocks.m ├── erase_diagonal.m ├── erase_diagonal_blocks.m ├── fista.m ├── fista_test.m ├── getAllFiles_ext.m ├── getComputerName.m ├── getTimeStr.m ├── get_block.m ├── get_block_col.m ├── get_block_row.m ├── get_range.m ├── initOpts.m ├── invMyForm.m ├── inv_IpXY.m ├── label_to_range.m ├── lasso_fista.m ├── min_rank_dict.m ├── mult_myForm.m ├── myForm.m ├── myForm_inv.m ├── myForm_mult.m ├── myForm_mult_vec.m ├── myForm_test.m ├── myLassoWeighted_fista.m ├── myLassoWeighted_spams.m ├── myLasso_fista.m ├── myLasso_spams.m ├── myOMP.m ├── myrng.m ├── norm1.m ├── normF2.m ├── normalizeDataLabel.m ├── normc.m ├── nuclearnorm.m ├── pickRandomColumns.m ├── pickRandomSubsetIndex.m ├── pickTrainTest_2.m ├── picktrntst.m ├── picktrntst_wrapper.m ├── range_delete_ids.m ├── range_to_label.m ├── remove_block_col.m ├── remove_block_row.m ├── shrinkage.m ├── shrinkage_rank.m ├── time_estimate.m ├── train_test_split.m └── vec.m /.DS_Store: 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