Faster RCNN训练（Matlab版本）结果

Faster RCNN训练（Matlab版本）结果：

matfaster_rcnn: test (voc_2007_trainval) 187/200  time: 0.029smatfaster_rcnn: test (voc_2007_trainval) 188/200  time: 0.027s......matfaster_rcnn: test (voc_2007_trainval) 200/200  time: 0.028sCleared 0 solvers and 1 stand-alone netsaver_boxes_num = 8201, select top 2000opts:      cache_name: 'faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage2_rpn'            conf: [1x1 struct]            imdb: [1x1 struct]    net_def_file: '/home/faster_rcnn/models/rpn_prototxts/ZF_fc6/test.prototxt'        net_file: '/home/faster_rcnn/output/rpn_cachedir/faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage2_rpn/voc_2007_trainval/final'          suffix: ''conf:                      batch_size: 256                    bg_thresh_hi: 0.3000                    bg_thresh_lo: 0                       bg_weight: 1         drop_boxes_runoff_image: 1                     feat_stride: 16                     fg_fraction: 0.5000                       fg_thresh: 0.7000                     image_means: [224x224x3 single]                   ims_per_batch: 1                        max_size: 1000                        rng_seed: 6                          scales: 600                  target_only_gt: 1                     test_binary: 0    test_drop_boxes_runoff_image: 0                   test_max_size: 1000               test_min_box_size: 16                        test_nms: 0.3000                     test_scales: 600                     use_flipped: 1                         use_gpu: 1                         anchors: [9x4 double]                output_width_map: [901x1 containers.Map]               output_height_map: [901x1 containers.Map]matfaster_rcnn: test (voc_2007_test) 1/100  time: 0.033smatfaster_rcnn: test (voc_2007_test) 2/100  time: 0.027s......matfaster_rcnn: test (voc_2007_test) 100/100  time: 0.027sCleared 0 solvers and 1 stand-alone netsaver_boxes_num = 8206, select top 2000***************stage two fast rcnn***************conf:       batch_size: 128      bbox_thresh: 0.5000     bg_thresh_hi: 0.5000     bg_thresh_lo: 0.1000      fg_fraction: 0.2500        fg_thresh: 0.5000      image_means: [224x224x3 single]    ims_per_batch: 2         max_size: 1000         rng_seed: 6           scales: 600      test_binary: 0    test_max_size: 1000         test_nms: 0.3000      test_scales: 600      use_flipped: 1          use_gpu: 1opts:           cache_name: 'faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage2_fast_rcnn'                 conf: [1x1 struct]               do_val: 1           imdb_train: {[1x1 struct]}             imdb_val: [1x1 struct]             net_file: '/home/faster_rcnn/output/fast_rcnn_cachedir/faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage1_fast_rcnn/voc_2007_train...'          roidb_train: {[1x1 struct]}            roidb_val: [1x1 struct]    snapshot_interval: 10000      solver_def_file: '/home/faster_rcnn/models/fast_rcnn_prototxts/ZF_fc6/solver_30k40k.prototxt'         val_interval: 2500            val_iters: 30Preparing training data...Done.Preparing validation data...Done.------------------------- Iteration 2500 -------------------------Training : error 0.14, loss (cls 0.331, reg 0.301)Testing  : error 0.133, loss (cls 0.313, reg 0.281)------------------------- Iteration 5000 -------------------------Training : error 0.136, loss (cls 0.315, reg 0.291)Testing  : error 0.122, loss (cls 0.303, reg 0.296)------------------------- Iteration 7500 -------------------------Training : error 0.131, loss (cls 0.305, reg 0.289)Testing  : error 0.117, loss (cls 0.281, reg 0.257)------------------------- Iteration 10000 -------------------------Training : error 0.128, loss (cls 0.297, reg 0.284)Testing  : error 0.125, loss (cls 0.29, reg 0.27)Saved as /home/faster_rcnn/output/fast_rcnn_cachedir/faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage2_fast_rcnn/voc_2007_trainval/iter_10000......------------------------- Iteration 37500 -------------------------Training : error 0.0953, loss (cls 0.215, reg 0.255)Testing  : error 0.0917, loss (cls 0.198, reg 0.246)Saved as /home/faster_rcnn/output/fast_rcnn_cachedir/faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage2_fast_rcnn/voc_2007_trainval/iter_40000Saved as /home/faster_rcnn/output/fast_rcnn_cachedir/faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage2_fast_rcnn/voc_2007_trainval/finalCleared 1 solvers and 0 stand-alone nets***************final test***************aver_boxes_num = 2780, select top 300opts:      cache_name: 'faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage2_fast_rcnn'            conf: [1x1 struct]    ignore_cache: 0            imdb: [1x1 struct]    net_def_file: '/home/faster_rcnn/models/fast_rcnn_prototxts/ZF_fc6/test.prototxt'        net_file: '/home/faster_rcnn/output/fast_rcnn_cachedir/faster_rcnn_VOC2007_ZF_top-1_nms0_7_top2000_stage2_fast_rcnn/voc_2007_trainval/f...'           roidb: [1x1 struct]          suffix: ''conf:       batch_size: 128      bbox_thresh: 0.5000     bg_thresh_hi: 0.5000     bg_thresh_lo: 0.1000      fg_fraction: 0.2500        fg_thresh: 0.5000      image_means: [224x224x3 single]    ims_per_batch: 2         max_size: 1000         rng_seed: 6           scales: 600      test_binary: 0    test_max_size: 1000         test_nms: 0.3000      test_scales: 600      use_flipped: 1          use_gpu: 1matfaster_rcnn: test (voc_2007_test) 1/100  time: 0.034s......matfaster_rcnn: test (voc_2007_test) 100/100  time: 0.033s    0.5057test all images in 3.363368 seconds.Cleared 0 solvers and 1 stand-alone netsIdleTimeout has been reached.Parallel pool using the 'local' profile is shutting down.do_eval =     1obj: pr: load: 29/100obj: pr: load: 54/100obj: pr: load: 77/100obj: pr: load: 93/100!!! obj : 0.3506 0.3117~~~~~~~~~~~~~~~~~~~~Results:   35.0550   35.0550~~~~~~~~~~~~~~~~~~~~Cleared 0 solvers and 2 stand-alone netsplease modify detection_test.prototxt file for sharing conv layers with proposal model (delete layers until relu5)>> 

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