From 3a3a19f214aff3e9f3c3d92a7aa2c856790c3073 Mon Sep 17 00:00:00 2001
From: KaiyangZhou <k.zhou@qmul.ac.uk>
Date: Sat, 24 Aug 2019 12:14:18 +0100
Subject: [PATCH] add iccv19 work

---
 AWESOME_REID.html            | 10 ++++++++++
 _sources/AWESOME_REID.md.txt |  8 ++++++++
 searchindex.js               |  2 +-
 3 files changed, 19 insertions(+), 1 deletion(-)

diff --git a/AWESOME_REID.html b/AWESOME_REID.html
index eaaf424..bf258ee 100644
--- a/AWESOME_REID.html
+++ b/AWESOME_REID.html
@@ -104,6 +104,7 @@
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Awesome-ReID</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#conferences">Conferences</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#iccv-2019">ICCV 2019</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#cvpr-2019">CVPR 2019</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#aaai-2019">AAAI 2019</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#neurips-2018">NeurIPS 2018</a></li>
@@ -185,6 +186,7 @@
 <div class="section" id="conferences">
 <h2>Conferences<a class="headerlink" href="#conferences" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
+<li><strong><a class="reference external" href="#iccv-2019">ICCV 2019</a></strong></li>
 <li><strong><a class="reference external" href="#cvpr-2019">CVPR 2019</a></strong></li>
 <li><strong><a class="reference external" href="#aaai-2019">AAAI 2019</a></strong></li>
 <li><strong><a class="reference external" href="#neurips-2018">NeurIPS 2018</a></strong></li>
@@ -192,6 +194,14 @@
 <li><strong><a class="reference external" href="#cvpr-2018">CVPR 2018</a></strong></li>
 <li><strong><a class="reference external" href="#arxiv">ArXiv</a></strong></li>
 </ul>
+<div class="section" id="iccv-2019">
+<h3>ICCV 2019<a class="headerlink" href="#iccv-2019" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li>ABD-Net: Attentive but Diverse Person Re-Identification. [<a class="reference external" href="https://arxiv.org/abs/1908.01114">paper</a>] [<a class="reference external" href="https://github.com/TAMU-VITA/ABD-Net">code</a>]</li>
+<li>Omni-Scale Feature Learning for Person Re-Identification
+. [<a class="reference external" href="https://arxiv.org/abs/1905.00953">paper</a>] [<a class="reference external" href="https://github.com/KaiyangZhou/deep-person-reid">code</a>]</li>
+</ul>
+</div>
 <div class="section" id="cvpr-2019">
 <h3>CVPR 2019<a class="headerlink" href="#cvpr-2019" title="Permalink to this headline">¶</a></h3>
 <ul class="simple">
diff --git a/_sources/AWESOME_REID.md.txt b/_sources/AWESOME_REID.md.txt
index 03bc7dc..f12f167 100644
--- a/_sources/AWESOME_REID.md.txt
+++ b/_sources/AWESOME_REID.md.txt
@@ -2,6 +2,7 @@
 Here is a collection of ReID-related research with links to papers and code. You are welcome to submit [PR](https://help.github.com/articles/creating-a-pull-request/)s if you find something missing.
 
 ## Conferences
+- **[ICCV 2019](#iccv-2019)**
 - **[CVPR 2019](#cvpr-2019)**
 - **[AAAI 2019](#aaai-2019)**
 - **[NeurIPS 2018](#neurips-2018)**
@@ -9,6 +10,13 @@ Here is a collection of ReID-related research with links to papers and code. You
 - **[CVPR 2018](#cvpr-2018)**
 - **[ArXiv](#arxiv)**
 
+
+### ICCV 2019
+- ABD-Net: Attentive but Diverse Person Re-Identification. [[paper](https://arxiv.org/abs/1908.01114)] [[code](https://github.com/TAMU-VITA/ABD-Net)]
+- Omni-Scale Feature Learning for Person Re-Identification
+. [[paper](https://arxiv.org/abs/1905.00953)] [[code](https://github.com/KaiyangZhou/deep-person-reid)]
+
+
 ### CVPR 2019
 - Joint Discriminative and Generative Learning for Person Re-identification. [[paper](https://arxiv.org/abs/1904.07223)][[code](https://github.com/NVlabs/DG-Net)]
 - Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification. [[paper](https://arxiv.org/abs/1904.01990)][[code](https://github.com/zhunzhong07/ECN)]
diff --git a/searchindex.js b/searchindex.js
index 34631c8..434c3ce 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["AWESOME_REID","MODEL_ZOO","datasets","evaluation","index","pkg/data","pkg/engine","pkg/losses","pkg/metrics","pkg/models","pkg/optim","pkg/utils","user_guide"],envversion:{"sphinx.domains.c":1,"sphinx.domains.changeset":1,"sphinx.domains.cpp":1,"sphinx.domains.javascript":1,"sphinx.domains.math":2,"sphinx.domains.python":1,"sphinx.domains.rst":1,"sphinx.domains.std":1,"sphinx.ext.viewcode":1,sphinx:55},filenames:["AWESOME_REID.md","MODEL_ZOO.md","datasets.rst","evaluation.rst","index.rst","pkg/data.rst","pkg/engine.rst","pkg/losses.rst","pkg/metrics.rst","pkg/models.rst","pkg/optim.rst","pkg/utils.rst","user_guide.rst"],objects:{"torchreid.data":{datamanager:[5,0,0,"-"],sampler:[5,0,0,"-"],transforms:[5,0,0,"-"]},"torchreid.data.datamanager":{DataManager:[5,1,1,""],ImageDataManager:[5,1,1,""],VideoDataManager:[5,1,1,""]},"torchreid.data.datamanager.DataManager":{num_train_cams:[5,2,1,""],num_train_pids:[5,2,1,""],return_dataloaders:[5,3,1,""],return_testdataset_by_name:[5,3,1,""]},"torchreid.data.datasets":{__init__:[5,0,0,"-"],dataset:[5,0,0,"-"]},"torchreid.data.datasets.__init__":{init_image_dataset:[5,4,1,""],init_video_dataset:[5,4,1,""],register_image_dataset:[5,4,1,""],register_video_dataset:[5,4,1,""]},"torchreid.data.datasets.dataset":{Dataset:[5,1,1,""],ImageDataset:[5,1,1,""],VideoDataset:[5,1,1,""]},"torchreid.data.datasets.dataset.Dataset":{check_before_run:[5,3,1,""],combine_all:[5,3,1,""],download_dataset:[5,3,1,""],get_num_cams:[5,3,1,""],get_num_pids:[5,3,1,""],parse_data:[5,3,1,""],show_summary:[5,3,1,""]},"torchreid.data.datasets.dataset.ImageDataset":{show_summary:[5,3,1,""]},"torchreid.data.datasets.dataset.VideoDataset":{show_summary:[5,3,1,""]},"torchreid.data.datasets.image":{cuhk01:[5,0,0,"-"],cuhk03:[5,0,0,"-"],dukemtmcreid:[5,0,0,"-"],grid:[5,0,0,"-"],ilids:[5,0,0,"-"],market1501:[5,0,0,"-"],msmt17:[5,0,0,"-"],prid:[5,0,0,"-"],sensereid:[5,0,0,"-"],viper:[5,0,0,"-"]},"torchreid.data.datasets.image.cuhk01":{CUHK01:[5,1,1,""]},"torchreid.data.datasets.image.cuhk01.CUHK01":{prepare_split:[5,3,1,""]},"torchreid.data.datasets.image.cuhk03":{CUHK03:[5,1,1,""]},"torchreid.data.datasets.image.dukemtmcreid":{DukeMTMCreID:[5,1,1,""]},"torchreid.data.datasets.image.grid":{GRID:[5,1,1,""]},"torchreid.data.datasets.image.ilids":{iLIDS:[5,1,1,""]},"torchreid.data.datasets.image.market1501":{Market1501:[5,1,1,""]},"torchreid.data.datasets.image.msmt17":{MSMT17:[5,1,1,""]},"torchreid.data.datasets.image.prid":{PRID:[5,1,1,""]},"torchreid.data.datasets.image.sensereid":{SenseReID:[5,1,1,""]},"torchreid.data.datasets.image.viper":{VIPeR:[5,1,1,""]},"torchreid.data.datasets.video":{dukemtmcvidreid:[5,0,0,"-"],ilidsvid:[5,0,0,"-"],mars:[5,0,0,"-"],prid2011:[5,0,0,"-"]},"torchreid.data.datasets.video.dukemtmcvidreid":{DukeMTMCVidReID:[5,1,1,""]},"torchreid.data.datasets.video.ilidsvid":{iLIDSVID:[5,1,1,""]},"torchreid.data.datasets.video.mars":{Mars:[5,1,1,""]},"torchreid.data.datasets.video.mars.Mars":{combine_all:[5,3,1,""]},"torchreid.data.datasets.video.prid2011":{PRID2011:[5,1,1,""]},"torchreid.data.sampler":{RandomIdentitySampler:[5,1,1,""],build_train_sampler:[5,4,1,""]},"torchreid.data.transforms":{ColorAugmentation:[5,1,1,""],Random2DTranslation:[5,1,1,""],RandomErasing:[5,1,1,""],build_transforms:[5,4,1,""]},"torchreid.engine.engine":{Engine:[6,1,1,""]},"torchreid.engine.engine.Engine":{run:[6,3,1,""],test:[6,3,1,""],train:[6,3,1,""],visactmap:[6,3,1,""]},"torchreid.engine.image.softmax":{ImageSoftmaxEngine:[6,1,1,""]},"torchreid.engine.image.softmax.ImageSoftmaxEngine":{train:[6,3,1,""]},"torchreid.engine.image.triplet":{ImageTripletEngine:[6,1,1,""]},"torchreid.engine.image.triplet.ImageTripletEngine":{train:[6,3,1,""]},"torchreid.engine.video.softmax":{VideoSoftmaxEngine:[6,1,1,""]},"torchreid.engine.video.triplet":{VideoTripletEngine:[6,1,1,""]},"torchreid.losses":{cross_entropy_loss:[7,0,0,"-"],hard_mine_triplet_loss:[7,0,0,"-"]},"torchreid.losses.cross_entropy_loss":{CrossEntropyLoss:[7,1,1,""]},"torchreid.losses.cross_entropy_loss.CrossEntropyLoss":{forward:[7,3,1,""]},"torchreid.losses.hard_mine_triplet_loss":{TripletLoss:[7,1,1,""]},"torchreid.losses.hard_mine_triplet_loss.TripletLoss":{forward:[7,3,1,""]},"torchreid.metrics":{accuracy:[8,0,0,"-"],distance:[8,0,0,"-"],rank:[8,0,0,"-"]},"torchreid.metrics.accuracy":{accuracy:[8,4,1,""]},"torchreid.metrics.distance":{compute_distance_matrix:[8,4,1,""],cosine_distance:[8,4,1,""],euclidean_squared_distance:[8,4,1,""]},"torchreid.metrics.rank":{evaluate_rank:[8,4,1,""]},"torchreid.models":{__init__:[9,0,0,"-"]},"torchreid.models.__init__":{build_model:[9,4,1,""],show_avai_models:[9,4,1,""]},"torchreid.models.densenet":{DenseNet:[9,1,1,""]},"torchreid.models.hacnn":{HACNN:[9,1,1,""]},"torchreid.models.inceptionresnetv2":{InceptionResNetV2:[9,1,1,""]},"torchreid.models.inceptionv4":{InceptionV4:[9,1,1,""]},"torchreid.models.mlfn":{MLFN:[9,1,1,""]},"torchreid.models.mobilenetv2":{MobileNetV2:[9,1,1,""]},"torchreid.models.mudeep":{MuDeep:[9,1,1,""]},"torchreid.models.nasnet":{NASNetAMobile:[9,1,1,""]},"torchreid.models.osnet":{OSNet:[9,1,1,""]},"torchreid.models.pcb":{PCB:[9,1,1,""]},"torchreid.models.resnet":{ResNet:[9,1,1,""]},"torchreid.models.resnetmid":{ResNetMid:[9,1,1,""]},"torchreid.models.senet":{SENet:[9,1,1,""]},"torchreid.models.shufflenet":{ShuffleNet:[9,1,1,""]},"torchreid.models.shufflenetv2":{ShuffleNetV2:[9,1,1,""]},"torchreid.models.squeezenet":{SqueezeNet:[9,1,1,""]},"torchreid.models.xception":{Xception:[9,1,1,""]},"torchreid.optim":{lr_scheduler:[10,0,0,"-"],optimizer:[10,0,0,"-"]},"torchreid.optim.lr_scheduler":{build_lr_scheduler:[10,4,1,""]},"torchreid.optim.optimizer":{build_optimizer:[10,4,1,""]},"torchreid.utils":{avgmeter:[11,0,0,"-"],loggers:[11,0,0,"-"],model_complexity:[11,0,0,"-"],reidtools:[11,0,0,"-"],tools:[11,0,0,"-"],torchtools:[11,0,0,"-"]},"torchreid.utils.avgmeter":{AverageMeter:[11,1,1,""]},"torchreid.utils.loggers":{Logger:[11,1,1,""],RankLogger:[11,1,1,""]},"torchreid.utils.loggers.RankLogger":{show_summary:[11,3,1,""],write:[11,3,1,""]},"torchreid.utils.model_complexity":{compute_model_complexity:[11,4,1,""]},"torchreid.utils.reidtools":{visualize_ranked_results:[11,4,1,""]},"torchreid.utils.tools":{check_isfile:[11,4,1,""],collect_env_info:[11,4,1,""],download_url:[11,4,1,""],mkdir_if_missing:[11,4,1,""],read_image:[11,4,1,""],read_json:[11,4,1,""],write_json:[11,4,1,""]},"torchreid.utils.torchtools":{count_num_param:[11,4,1,""],load_checkpoint:[11,4,1,""],load_pretrained_weights:[11,4,1,""],open_all_layers:[11,4,1,""],open_specified_layers:[11,4,1,""],resume_from_checkpoint:[11,4,1,""],save_checkpoint:[11,4,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","attribute","Python attribute"],"3":["py","method","Python method"],"4":["py","function","Python function"]},objtypes:{"0":"py:module","1":"py:class","2":"py:attribute","3":"py:method","4":"py:function"},terms:{"0b56ofsrvi8hubvjltzkwv2vaowm":5,"10x":8,"500k":[2,5],"50x":9,"abstract":5,"case":[2,5],"class":[5,6,7,9,11,12],"default":[2,4,5,6,7,8,9,10,11,12],"float":[5,6,7,10,11],"function":[5,6,7,8,9,10,11,12],"import":[4,5,6,7,8,9,11,12],"int":[5,6,7,8,9,10,11,12],"new":[2,5,6,10,12],"public":[2,4,5,9,12],"return":[5,8,9,11],"super":12,"true":[2,4,5,6,7,8,9,10,11,12],"while":[3,5,6,10,11,12],For:[4,8,11,12],IDs:5,NAS:9,Not:0,One:[0,5],Such:5,The:[2,3,5,6,9,12],Then:12,With:7,__future__:12,__getitem__:5,__init__:[5,9,12],_extract_featur:6,_parse_data_for_ev:6,aaai:9,abov:12,absolut:12,absolute_import:12,abspath:12,access:4,accordingli:2,accuraci:[9,11],accv:5,achiev:[5,12],across:0,activ:[2,4,5,6],actmap_datasetnam:12,actual:[11,12],adam:[4,6,10],adam_beta1:10,adam_beta2:10,adapt:0,add:[4,5],addit:2,adopt:[2,12],advanc:4,after:[11,12],aggreg:9,alexnet:9,all:[1,5,11,12],allow:10,also:[2,10,12],alter:5,analysi:[5,11],andrea:4,anneal:10,anoth:12,app:4,appear:5,appli:[5,7,12],approach:0,architectur:[7,9],area:5,arg:11,argument:[2,3,12],arrai:8,art:4,articl:4,arxiv:[4,7,9],aspect:5,associ:5,asterisk:1,attent:[0,6,9],attribut:[2,6,10],augment:5,author:4,autom:2,automat:[2,11,12],avail:9,averag:6,averagemet:11,avg:6,avgmet:11,avoid:12,awar:[0,5],back:[0,12],backbon:0,background:5,base:[0,5,9,10,12],base_lr_mult:[10,12],baselin:[5,9],basic:12,batch:[4,5,6],batch_siz:[4,5,6,7,8,11,12],batchnorm:12,bbox_test:2,bbox_train:2,becaus:3,been:[6,12],befor:[5,6,7,12],begin:7,being:12,below:[2,12],benchmark:[5,11],besid:2,best:11,beta:10,between:6,beyond:9,bilinear:5,bischof:[2,5],blob:[7,11],block:9,block_config:9,bmvc:5,bn_size:9,bodi:5,bool:[5,6,7,8,9,10,11],both:[2,4,5,6,11],bottleneck:9,bottom:0,bounding_box_test:2,bounding_box_train:2,bridg:5,browser:12,build:[4,5,9,10],build_lr_schedul:[4,6,10,12],build_model:[4,6,9,11,12],build_optim:[4,6,10,12],build_train_sampl:5,build_transform:5,built:[4,10],call:[2,6,12],cam_a:2,cam_b:2,camera:[0,3,5,8,12],camid:[5,11,12],campu:2,can:[0,2,3,4,8,10,11,12],captur:[5,8],cavallaro:4,ccloi:[2,5],chang:[2,9],channel:[5,9],check:[4,5,11],check_before_run:5,check_isfil:11,checkpoint:[11,12],choic:[5,6],chollet:9,cite:4,classic:[3,5,6,8],classif:[5,10,11,12],classifi:[10,11,12],clone:4,cluster:0,cmc:[2,6,8],cnn:[6,9,12],code:[0,2,4,6,8,11,12],collect:0,collect_env_info:11,color_jitt:1,coloraugment:5,com:[2,4,5,7,11],combin:5,combine_al:5,combineal:[5,6,12],command:12,common:12,comparison:2,complex:11,comput:[1,2,6,7,8,11],compute_distance_matrix:8,compute_model_complex:[1,11,12],conda:4,connect:9,consid:[1,5,11],consist:[0,5],consol:11,constant:10,construct:[11,12],contain:[3,5,6,7,8,11,12],conveni:11,convolut:[6,9,11,12],convolutionalneur:5,copi:11,correct:12,correl:5,correspond:5,cosin:[8,10],cosine_dist:8,count:[6,11,12],count_num_param:11,cpu:[5,6],creat:[2,4,11],crf:0,crop:5,cross:[4,7,9],cross_entropy_loss:7,crossentropyloss:7,cuda:[4,6],cudatoolkit:4,cuhk01:[3,4,5],cuhk03:[3,4,5,6,8,12],cuhk03_classic_split:[2,5],cuhk03_label:[2,5],cuhk03_new_protocol_config_detect:2,cuhk03_new_protocol_config_label:2,cuhk03_releas:2,cuhk:[2,5],cuhk_identif:[2,5],current:[5,9,11],cvpr:[1,5,6,7,9],cysu:[7,11],cython:8,damag:12,dampen:10,data:[2,3,4,6,12],data_sourc:5,data_typ:11,datamanag:[2,4,5,6,12],dataset:[1,6,11],dataset_dir:[2,5,12],dataset_url:5,deal:11,decai:[6,10],decomposit:5,deep:[0,2,4,5,9,12],deeper:5,deepreid:5,def:12,defaul:5,default_pars:4,defens:7,defin:[3,12],delet:2,denot:[2,7,11,12],dens:9,densenet121:9,densenet121_fc512:9,densenet161:9,densenet169:9,densenet201:9,densenet:[4,9],depend:[11,12],deprec:11,depthwis:9,descript:5,design:9,desir:5,destin:11,detail:[2,4,6,11,12],detect:[2,5],determin:[10,12],develop:4,deviat:5,devic:[4,7,9,12],devil:9,dict:11,dictionari:11,differ:[2,10],digit:5,dir:[4,12],directli:[2,3],directori:[2,4,5,6,11],dirnam:11,discard:11,discrimin:[0,5],displai:9,dissect:0,dist_metr:6,distanc:[1,6,11],distil:0,distmat:[8,11],distractor:[2,5],distractors_500k:2,distrctor:2,divid:3,divis:12,document:4,doe:12,doing:[2,11],domain:[0,5,9],done:[3,5,12],download:[1,2,5,11],download_dataset:5,download_url:11,downloads_qmul_ilid:[2,5],downloads_qmul_underground_reid:5,downsample_kernel_s:9,downsample_pad:9,drive:5,drop_rat:9,dropout_p:9,dst:11,duke:2,dukemtmc:[3,4,5,12],dukemtmcreid:[1,5,11,12],dukemtmcvidreid:5,each:[3,5,6,7,8,11,12],easi:[4,12],easili:12,eccv:[5,9],eccvw:5,edu:[2,5],eec:[2,5],effici:9,embed_dim:9,empti:[5,10],enabl:[2,6,8,10],enclos:2,end:[0,2,4,6,7,12],engin:4,entropi:[4,7],env:[4,11],environ:4,epoch:[4,6,10,11,12],epsilon:7,equal:[5,12],equat:7,eras:5,estim:[11,12],etc:4,euclidean:[1,6,8],euclidean_squared_dist:8,eval:[4,12],eval_freq:[4,6,12],evalu:[2,4,5,6,8,11],evaluate_rank:8,evenli:5,event:12,everi:[6,10,11],exampl:[4,5,6,8,9,10,11,12],excit:9,exemplar:0,exist:5,expandus:12,explicitli:5,exploit:[0,5,9],extens:4,extern:11,extra:[2,12],extract:[2,5,6,11,12],extrem:9,facebookresearch:11,factor:[5,10],factoris:[0,9],fail:2,fair:2,fals:[4,5,6,8,9,10,11,12],favor:11,fc_dim:9,feat_dim:[7,9],featur:[0,4,5,6,7,8,9,11,12],feature_dim:9,few:12,fewer:9,figur:11,file:[2,5,11,12],filter:5,filters_multipli:9,find:[0,4],fine:[3,12],first:5,fix:[3,12],fixbase_epoch:[6,12],flop:[1,11,12],focus:[6,12],folder:[2,11],follow:[2,4],format:[1,5],forth:3,forward:[7,11,12],four:[2,5],fpath:11,frac:7,freez:12,frequenc:6,from:[0,1,2,3,6,7,8,9,11,12],frozen:[6,11,12],further:12,fusion:[5,9],g_camid:8,g_pid:8,galleri:[2,3,5,6,8,11],gamma:10,gan:[0,5],gap:5,gener:[0,1,2,3,5,6,12],get:12,get_num_cam:5,get_num_pid:5,gflop:1,git:4,github:[2,4,5,7,11],give:12,given:[5,11,12],going:5,googl:5,gpu:[4,7,9,12],gradient:12,gradual:[0,5],grai:5,graph:[11,12],green:12,grid:[3,4,5],ground:[7,8],group:[0,5,9],growth_rat:9,guid:[0,2,5],guidelin:9,hacnn:[1,4,9],handl:11,hard:[4,7],hard_mine_triplet_loss:7,hardwar:[11,12],harm:12,harmoni:[0,9],has:[3,5,6,10,12],have:[3,10,12],height:[4,5,6,11,12],help:2,here:[0,2,12],herman:7,hetero:0,highli:[4,8],hirzer:5,homogen:0,horizont:0,how:[2,5,6,11],howev:[2,12],html:[2,5],http:[2,4,5,7,11,12],huang:9,human:[0,5],iandola:9,iccv:[5,6,9],icg:[2,5],iclr:6,idea:12,ident:[3,5,6,8,9,10],identif:[0,4,5,6,7,9,12],ids:[3,5,12],ignor:[11,12],ilid:[3,4,5],ilidsvid:5,imag:[0,1,9,11,12],imagedatamanag:[2,3,4,5,6,12],imagedataset:[5,12],imagenet:5,images_detect:2,images_label:2,imagesoftmaxengin:[4,6,12],imagetripletengin:[6,12],img:5,img_path:[5,11,12],impact:9,implement:[4,5,6,11,12],improv:[5,6],incept:[4,7,9],inceptionresnetv2:9,inceptionv4:9,includ:12,incompat:11,incorrect:12,incred:4,independ:[5,12],index:[4,5,7],infer:[11,12],info:[2,11],inform:[5,12],inherit:12,init_image_dataset:5,init_video_dataset:5,initi:[2,5,10,11,12],inplan:9,input1:8,input2:8,input:[1,5,6,7,11,12],input_3x3:9,input_s:11,instal:8,instanc:[4,5,6,8,9],instanti:12,institut:[2,5],integ:10,intens:5,interpol:5,intuit:12,invari:0,invert:9,is_best:11,jason:2,job:12,join:[11,12],joint:0,journal:4,json:[2,11],just:12,kaiyang:4,kaiyangzh:4,keep:[3,5,6,11,12],kei:[2,5,9,11],komodaki:6,krizhevski:5,kroneck:0,kwarg:[5,9,12],kz303:2,label:[1,2,4,5,6,7,8],label_smooth:[4,6,7],larg:[5,12],last:[5,12],last_strid:9,layer:[1,6,9,10,11],layumi:5,lead:5,learn:[0,4,5,6,9,10],learn_region:9,left:12,level:[0,9],liangzheng06:2,liangzheng:[2,5],librari:4,lid:2,lids_pedestrian:2,like:[2,5,12],linear:[9,11],link:[0,2],list:[5,6,8,10,11,12],list_galleri:2,list_queri:2,list_train:2,list_val:2,load:[2,4,9,11,12],load_checkpoint:11,load_pretrained_weight:[11,12],localhost:12,log:[4,6,11,12],log_nam:11,logdir:12,loi:5,longtensor:[7,8],look:2,loss:[1,6,9,11,12],loss_valu:11,lr_schedul:[4,6,10],lrs:[2,5],lrschedul:6,machin:4,main:[4,12],manag:[4,12],manduchi:2,mani:5,manual:2,map:[1,2,6],mar:[3,4,5,6],margin:[6,7],market1501:[3,4,5,6,11,12],market1501_500k:[2,5,12],market:2,maskrcnn:11,master:[2,7,11],mat:2,match:[0,2,9,11,12],matrix:[6,7,8,11],matter:0,max:[4,5,6],max_epoch:[4,6,10,12],max_rank:8,maximum:[6,8,10],mean:[1,2,5,6,8,11,12],measur:5,memori:0,metadata:2,method:[2,4,10,11,12],metric:[2,5,6],mid:[4,9],middl:9,might:12,min:5,min_seq_len:5,mine:[4,7],minibatch:11,miss:[0,11],mkdir_if_miss:11,mlfn:[1,4,9],mobil:9,mobilenetv2:[4,9],mobilenetv2_x1_0:[1,9],mobilenetv2_x1_4:[1,9],mode:[2,5,12],model:[0,3,5,6,10,11],model_complex:[11,12],model_s:11,model_zoo:4,modifi:[2,5],modul:[4,6,9,10,11,12],momentum:10,more:[2,4,6,8,12],most:[4,6],msmt17:[3,4,5,12],msmt17_v1:2,msmt17_v2:2,mudeep:[4,9],multi:[0,4,5,9],multi_shot:2,multi_step:10,multilabel:0,multipl:[0,5,10,11],multipli:10,multiscal:9,must:6,mutual:0,my_model:11,name:[2,4,5,6,9,10,11,12],nasnet:[4,9],nasnetamobil:9,nchannel:9,ndarrai:[8,11],need:[2,5,6,12],neg:7,nesterov:10,net:[0,5,9,11],network:[0,5,6,9,11,12],neural:[5,6,9,11],new_dataset:[5,12],new_lay:[10,12],newdataset:[5,12],nightli:4,nip:5,node:5,none:[5,6,9,11],nonlinear:9,norm_lay:9,norm_mean:5,norm_std:5,normal:[0,5,6,7,10],normalize_featur:6,note:[3,11,12],now:10,num_class:[4,6,7,8,9,11,12],num_galleri:[8,11],num_group:9,num_init_featur:9,num_inst:[5,6],num_param:[11,12],num_queri:[8,11],num_train_cam:5,num_train_pid:[4,5,6],number:[5,6,7,9,11,12],numpi:[8,11],obj:11,obtain:11,old:2,omni:[4,6,9],onc:0,one:[3,6,12],onli:[1,2,3,5,6,11,12],only_conv_linear:[11,12],open:[6,7,11,12],open_all_lay:11,open_lay:[6,11,12],open_specified_lay:11,oper:5,optim:[4,6,9,11],option:[5,6,7,8,9,10,11],order:12,org:[2,5],organ:2,origin:[2,5],osnet:[4,9,12],osnet_ibn_x1_0:1,osnet_x0_25:1,osnet_x0_5:1,osnet_x0_75:1,osnet_x1_0:[1,12],osp:[11,12],other:[3,5,11,12],otherwis:[1,2],output:[8,11,12],over:8,overlap:12,packag:4,pai:6,pair:5,paper:[0,4],param:1,paramet:[5,6,7,8,9,10,11,12],paranthes:2,parent:2,pars:[0,5],parse_data:5,part:9,patch:[0,5],path:[2,4,5,6,11,12],path_to_data:4,path_to_weight:12,pcb:[4,9],pcb_p4:9,pcb_p6:9,penalti:10,penultimate_filt:9,peopl:[2,5],per:5,perform:[5,6,11,12],person:[0,2,4,5,6,7,8,9,11,12],pet:5,pid:[5,11,12],pil:[5,11],pip:4,pipelin:6,pkuvmc:[2,5],place:[2,5],pleas:[2,3,4,6,12],plot:11,png:5,point:4,pool:[6,9],pooling_method:6,pose:0,posit:7,practic:[9,12],pre:0,predefin:[3,5],predict:[7,8],prefer:4,prepar:[2,4],prepare_split:5,preprint:4,present:[1,12],pretrain:[4,9,10,11,12],pretrian:11,prevent:12,prid11:[2,5],prid2011:[3,4,5],prid:[3,4,5],prid_2011:2,print_freq:[4,6,12],print_frequ:6,print_funct:12,probabl:5,probe:2,process:2,product:0,project:[2,5],project_mar:[2,5],project_reid:[2,5],promot:0,propag:12,proper:4,protocol:[2,4],provid:[2,4,5,11,12],pth:[4,11,12],purpos:5,put:[2,12],pyramid:0,python2:11,python3:11,python:[4,12],pytorch:[4,12],q_camid:8,q_pid:8,qian:9,qmul:[4,5],queri:[2,3,5,6,8,11],rand:8,random2dtransl:5,random:[0,3,5],random_crop:[1,4],random_flip:[1,4,5],randomeras:5,randomidentitysampl:[5,6,12],randomli:[3,5,10,12],randomsampl:[5,12],rang:6,rank1:11,rank:[1,2,4,5,6,11],ranklogg:11,rate:[6,10],rather:[11,12],ratio:5,reacquisit:5,read:11,read_imag:11,read_json:11,recognit:[5,9],recommend:[4,6,8],record:11,red:12,reduc:7,reduced_dim:9,reduct:9,redund:[11,12],refer:[2,3,4,5,6,7,9,12],refin:9,regard:[2,12],region:5,regist:[5,12],register_image_dataset:[5,12],register_video_dataset:5,regular:[1,6,7],reid:[5,6,7,12],reid_evalu:5,reidentif:5,reidtool:11,relat:[0,12],relu:[9,12],remov:11,remove_module_from_kei:11,replace_stride_with_dil:9,report:2,repres:5,represent:9,requir:[5,8],required_fil:5,rerank:6,research:[0,2,4,5],residu:9,resiz:[5,11],resnet101:9,resnet152:9,resnet18:9,resnet34:9,resnet50:[1,4,6,9,11,12],resnet50_fc512:[1,9,12],resnet50mid:9,resnet:[4,9],resnetmid:9,resnext101:9,resnext101_32x8d:9,resnext50:9,resnext50_32x4d:9,resnext:4,resolut:0,resourc:0,respect:12,result:[1,2,5,6,11],resum:11,resume_from_checkpoint:[11,12],rethink:7,retriev:[0,9],return_dataload:5,return_testdataset_by_nam:5,revisit:0,rgb:5,right:[4,12],ristani:5,rmsprop:10,rmsprop_alpha:10,robust:0,roll:0,root:[2,4,5,6,12],run:[4,6,11,12],sai:[10,12],same:[3,5,12],sampl:[5,6],sample_method:5,sandler:9,save:[2,4,6,11,12],save_checkpoint:11,save_dir:[4,6,11,12],scalabl:[5,9],scale:[4,5,6,9],schedul:[4,6],scia:5,scope:12,scratch:1,script:[4,12],se_resnet101:9,se_resnet152:9,se_resnet50:9,se_resnet50_fc512:9,se_resnext101_32x4d:9,se_resnext50_32x4d:9,search:9,section:[2,12],see:[1,2,6,11,12],select:4,self:[6,11,12],semant:0,senet154:9,senet:[4,9],sensereid:[3,4,5],separ:9,seq_len:[5,6],sequenc:2,set:[2,3,5,6,8,11,12],setup:[2,4],sgd:[10,12],sgd_dampen:10,sgd_nesterov:10,shape:[5,7,8,11],share:[3,12],shot:[0,2,5,6,8],should:[2,3,5,6,8,10,12],show:[5,11],show_avai_model:[9,12],show_summari:[5,11],shown:12,shuffl:0,shufflenet:[1,4,9],shufflenet_v2_x0_5:9,shufflenet_v2_x1_0:9,shufflenet_v2_x1_5:9,shufflenet_v2_x2_0:9,shufflenetv2:[4,9],similar:[0,3],simpli:12,singl:[2,3,5,6,8,11],single_shot:2,single_step:[4,6,10],size:[1,4,5,8,9,10,11],smaller:[10,12],smooth:[1,4,6,7,10],soe:[2,5],soft:0,softmax:[1,4,6,9,11],some:[2,12],some_argu:6,someth:0,sourc:[2,4,5,6,7,8,9,10,11,12],spatial:0,specif:[2,5,12],specifi:[1,2,8,11,12],speed:8,spindl:5,split:[1,2,3,5,6,8],split_id:[3,5],splits_classic_detect:2,splits_classic_label:2,splits_new_detect:2,splits_new_label:2,splits_prid2011:2,squar:8,squeez:9,squeezenet1_0:9,squeezenet1_0_fc512:9,squeezenet1_1:9,squeezenet:[4,9],staged_lr:[10,12],stages_out_channel:9,stages_repeat:9,standard:[2,4,5],start:[3,6],start_epoch:[6,11,12],start_ev:6,state:[4,11],state_dict:11,statist:5,stdout:11,stem_filt:9,step:[10,11],stepsiz:[4,6,10],stepwis:[0,5],store:[2,11],str:[5,6,8,9,10,11,12],strategi:12,string:[5,11],strip:9,strong:9,structur:2,style:0,sub:3,subclass:[5,6],submit:0,subset:12,suggest:[2,12],suit:[4,6],summar:11,summari:11,summarywrit:12,sun:9,superscript:2,support:[2,4,5,9,11],suppos:[2,4,12],sys:[11,12],szegedi:[7,9],take:[5,6,10],tao:4,tar:[4,11,12],target:[0,5,6,7,8,11,12],team:[2,5],techniqu:4,templat:12,tempor:0,tensor:[7,8],tensorboard:4,termin:12,test:[1,2,3,4,5,6,11],test_galleri:2,test_onli:[4,6,12],test_prob:2,testload:[5,6],text:11,tgz:2,than:[2,8,11,12],them:2,theoret:[11,12],therefor:[5,12],thi:[2,4,5,6,8,11,12],three:12,threshold:2,throughout:12,thu:[3,5,12],time:[1,3,6,7,11,12],titl:4,tool:[4,12],top:[6,8,11,12],topk:[8,11,12],torch:[6,7,8],torchreid:[1,2,3,12],torchtool:11,torchvis:4,total:3,track:[0,5],tracklet:[5,6,11],train:[0,1,2,3,4,5,6,9,10,11],train_sampl:[5,6,12],trainload:[5,6],transfer:[5,6,9],transform:[1,4,9],translat:5,tree:2,triplet:[4,6,9,12],tripletloss:7,truth:[7,8],tugraz:[2,5],tune:12,tupl:[5,8,11,12],two:[2,3,5],txt:2,type:[8,11],ucsc:[2,5],under:[2,3,8,12],undergo:5,underground_reid:2,understand:12,unicodedecodeerror:11,unifi:6,unknown:[0,5],unlabel:5,unless:1,unmatch:11,unsupervis:0,unzip:2,updat:11,url:[5,11],use:[1,2,5,6,7,8,9,10,12],use_cpu:[5,6],use_cython:8,use_gpu:[7,9],use_metric_cuhk03:[2,6,8],used:[1,2,3,4,5,6,11,12],useful:4,user:2,uses:[6,10],using:[2,3,4,6,8,11,12],util:[1,12],v15:2,valu:[5,8,10,11],vari:3,vector:6,verbos:[5,11,12],version:[4,5,9],via:[0,6],vid:[3,4,5],vid_reid_dataset:[2,5],video:[0,11,12],videodatamanag:[3,5,6],videodataset:[5,12],videoreid:[3,4,5],videosoftmaxengin:[6,12],videotripletengin:[6,12],vidreid:2,view:[3,5,8],viewpoint:0,viper:[3,4,5],visactmap:[6,12],vision:[2,5,7],visit:12,visrank:[6,12],visrank_dataset:6,visrank_datasetnam:12,visrank_market1501:6,visrank_topk:[6,12],visual:[4,6,11],visualize_ranked_result:11,vitro:5,wai:2,walk:0,wang:5,wanna:2,want:[10,12],web:12,wei:5,weight:[4,6,7,9,10,11,12],weight_decai:10,weight_path:[11,12],weight_t:6,weight_x:6,welcom:0,well:11,what:[2,12],whatev:12,when:[1,2,6,7,8,10,11,12],where:[5,6,7,12],whether:[4,7,9,11],which:[2,4,6,8,11,12],whose:2,width:[4,5,6,9,11,12],width_mult:9,width_per_group:9,within:12,worker:5,wrapper:[8,9,10],write:[11,12],write_json:11,www:[2,5],xception:[4,9],xgwang:[2,5],xiang:4,xiatian:[2,5],xie:9,yang:4,year:4,yml:4,yongxin:4,you:[0,2,4,5,10,11,12],your:4,your_save_dir:12,yourself:2,zagoruyko:6,zero_init_residu:9,zhang:9,zhao:5,zheng:5,zhong:[1,5,6],zhou2019osnet:4,zhou:[4,6,9],zhunzhong07:5,zip:2,zoo:4,zoph:9},titles:["Awesome-ReID","Model Zoo","Datasets","Evaluation","Torchreid","torchreid.data","torchreid.engine","torchreid.losses","torchreid.metrics","torchreid.models","torchreid.optim","torchreid.utils","How-to"],titleterms:{"true":1,Use:12,aaai:0,accuraci:8,activ:12,arxiv:0,avail:12,averag:11,awesom:0,base:6,chang:12,choos:12,citat:4,classif:[4,9],combin:12,combineal:1,complex:12,comput:12,confer:0,cross:[1,12],cuhk01:2,cuhk03:[1,2],curv:12,cvpr:0,dagger:2,data:5,dataset:[2,4,5,12],design:12,differ:12,distanc:8,domain:1,dukemtmc:[1,2],dukemtmcreid:2,dukemtmcvidreid:2,eccv:0,engin:[6,12],evalu:[3,12],find:12,galleri:12,gener:11,get:4,grid:2,how:12,ilid:2,ilidsvid:2,imag:[2,3,4,5,6],imagenet:[1,4,9],indic:4,instal:4,interfac:[4,9],kei:12,layer:12,learn:12,lightweight:[4,9],logger:11,loss:[4,7],lr_schedul:12,manag:5,map:12,mar:2,market1501:[1,2],meter:11,metric:8,model:[1,4,9,12],msmt17:[1,2],multipl:12,neurip:0,optim:[10,12],own:12,pretrain:1,prid2011:2,prid:2,qmul:2,queri:12,rank:[8,12],rate:12,reid:[0,1,2,3,4,9,11],result:12,resum:12,same:1,sampler:[5,12],schedul:10,second:4,sensereid:2,show:12,softmax:7,specif:[4,9],start:4,step:12,tabl:4,tensorboard:12,test:12,tool:11,torch:11,torchreid:[4,5,6,7,8,9,10,11],train:12,transfer:12,transform:5,triplet:7,two:12,unifi:4,util:11,vid:2,video:[2,3,4,5,6],videoreid:2,viper:2,visual:12,your:12,zoo:1}})
\ No newline at end of file
+Search.setIndex({docnames:["AWESOME_REID","MODEL_ZOO","datasets","evaluation","index","pkg/data","pkg/engine","pkg/losses","pkg/metrics","pkg/models","pkg/optim","pkg/utils","user_guide"],envversion:{"sphinx.domains.c":1,"sphinx.domains.changeset":1,"sphinx.domains.cpp":1,"sphinx.domains.javascript":1,"sphinx.domains.math":2,"sphinx.domains.python":1,"sphinx.domains.rst":1,"sphinx.domains.std":1,"sphinx.ext.viewcode":1,sphinx:55},filenames:["AWESOME_REID.md","MODEL_ZOO.md","datasets.rst","evaluation.rst","index.rst","pkg/data.rst","pkg/engine.rst","pkg/losses.rst","pkg/metrics.rst","pkg/models.rst","pkg/optim.rst","pkg/utils.rst","user_guide.rst"],objects:{"torchreid.data":{datamanager:[5,0,0,"-"],sampler:[5,0,0,"-"],transforms:[5,0,0,"-"]},"torchreid.data.datamanager":{DataManager:[5,1,1,""],ImageDataManager:[5,1,1,""],VideoDataManager:[5,1,1,""]},"torchreid.data.datamanager.DataManager":{num_train_cams:[5,2,1,""],num_train_pids:[5,2,1,""],return_dataloaders:[5,3,1,""],return_testdataset_by_name:[5,3,1,""]},"torchreid.data.datasets":{__init__:[5,0,0,"-"],dataset:[5,0,0,"-"]},"torchreid.data.datasets.__init__":{init_image_dataset:[5,4,1,""],init_video_dataset:[5,4,1,""],register_image_dataset:[5,4,1,""],register_video_dataset:[5,4,1,""]},"torchreid.data.datasets.dataset":{Dataset:[5,1,1,""],ImageDataset:[5,1,1,""],VideoDataset:[5,1,1,""]},"torchreid.data.datasets.dataset.Dataset":{check_before_run:[5,3,1,""],combine_all:[5,3,1,""],download_dataset:[5,3,1,""],get_num_cams:[5,3,1,""],get_num_pids:[5,3,1,""],parse_data:[5,3,1,""],show_summary:[5,3,1,""]},"torchreid.data.datasets.dataset.ImageDataset":{show_summary:[5,3,1,""]},"torchreid.data.datasets.dataset.VideoDataset":{show_summary:[5,3,1,""]},"torchreid.data.datasets.image":{cuhk01:[5,0,0,"-"],cuhk03:[5,0,0,"-"],dukemtmcreid:[5,0,0,"-"],grid:[5,0,0,"-"],ilids:[5,0,0,"-"],market1501:[5,0,0,"-"],msmt17:[5,0,0,"-"],prid:[5,0,0,"-"],sensereid:[5,0,0,"-"],viper:[5,0,0,"-"]},"torchreid.data.datasets.image.cuhk01":{CUHK01:[5,1,1,""]},"torchreid.data.datasets.image.cuhk01.CUHK01":{prepare_split:[5,3,1,""]},"torchreid.data.datasets.image.cuhk03":{CUHK03:[5,1,1,""]},"torchreid.data.datasets.image.dukemtmcreid":{DukeMTMCreID:[5,1,1,""]},"torchreid.data.datasets.image.grid":{GRID:[5,1,1,""]},"torchreid.data.datasets.image.ilids":{iLIDS:[5,1,1,""]},"torchreid.data.datasets.image.market1501":{Market1501:[5,1,1,""]},"torchreid.data.datasets.image.msmt17":{MSMT17:[5,1,1,""]},"torchreid.data.datasets.image.prid":{PRID:[5,1,1,""]},"torchreid.data.datasets.image.sensereid":{SenseReID:[5,1,1,""]},"torchreid.data.datasets.image.viper":{VIPeR:[5,1,1,""]},"torchreid.data.datasets.video":{dukemtmcvidreid:[5,0,0,"-"],ilidsvid:[5,0,0,"-"],mars:[5,0,0,"-"],prid2011:[5,0,0,"-"]},"torchreid.data.datasets.video.dukemtmcvidreid":{DukeMTMCVidReID:[5,1,1,""]},"torchreid.data.datasets.video.ilidsvid":{iLIDSVID:[5,1,1,""]},"torchreid.data.datasets.video.mars":{Mars:[5,1,1,""]},"torchreid.data.datasets.video.mars.Mars":{combine_all:[5,3,1,""]},"torchreid.data.datasets.video.prid2011":{PRID2011:[5,1,1,""]},"torchreid.data.sampler":{RandomIdentitySampler:[5,1,1,""],build_train_sampler:[5,4,1,""]},"torchreid.data.transforms":{ColorAugmentation:[5,1,1,""],Random2DTranslation:[5,1,1,""],RandomErasing:[5,1,1,""],build_transforms:[5,4,1,""]},"torchreid.engine.engine":{Engine:[6,1,1,""]},"torchreid.engine.engine.Engine":{run:[6,3,1,""],test:[6,3,1,""],train:[6,3,1,""],visactmap:[6,3,1,""]},"torchreid.engine.image.softmax":{ImageSoftmaxEngine:[6,1,1,""]},"torchreid.engine.image.softmax.ImageSoftmaxEngine":{train:[6,3,1,""]},"torchreid.engine.image.triplet":{ImageTripletEngine:[6,1,1,""]},"torchreid.engine.image.triplet.ImageTripletEngine":{train:[6,3,1,""]},"torchreid.engine.video.softmax":{VideoSoftmaxEngine:[6,1,1,""]},"torchreid.engine.video.triplet":{VideoTripletEngine:[6,1,1,""]},"torchreid.losses":{cross_entropy_loss:[7,0,0,"-"],hard_mine_triplet_loss:[7,0,0,"-"]},"torchreid.losses.cross_entropy_loss":{CrossEntropyLoss:[7,1,1,""]},"torchreid.losses.cross_entropy_loss.CrossEntropyLoss":{forward:[7,3,1,""]},"torchreid.losses.hard_mine_triplet_loss":{TripletLoss:[7,1,1,""]},"torchreid.losses.hard_mine_triplet_loss.TripletLoss":{forward:[7,3,1,""]},"torchreid.metrics":{accuracy:[8,0,0,"-"],distance:[8,0,0,"-"],rank:[8,0,0,"-"]},"torchreid.metrics.accuracy":{accuracy:[8,4,1,""]},"torchreid.metrics.distance":{compute_distance_matrix:[8,4,1,""],cosine_distance:[8,4,1,""],euclidean_squared_distance:[8,4,1,""]},"torchreid.metrics.rank":{evaluate_rank:[8,4,1,""]},"torchreid.models":{__init__:[9,0,0,"-"]},"torchreid.models.__init__":{build_model:[9,4,1,""],show_avai_models:[9,4,1,""]},"torchreid.models.densenet":{DenseNet:[9,1,1,""]},"torchreid.models.hacnn":{HACNN:[9,1,1,""]},"torchreid.models.inceptionresnetv2":{InceptionResNetV2:[9,1,1,""]},"torchreid.models.inceptionv4":{InceptionV4:[9,1,1,""]},"torchreid.models.mlfn":{MLFN:[9,1,1,""]},"torchreid.models.mobilenetv2":{MobileNetV2:[9,1,1,""]},"torchreid.models.mudeep":{MuDeep:[9,1,1,""]},"torchreid.models.nasnet":{NASNetAMobile:[9,1,1,""]},"torchreid.models.osnet":{OSNet:[9,1,1,""]},"torchreid.models.pcb":{PCB:[9,1,1,""]},"torchreid.models.resnet":{ResNet:[9,1,1,""]},"torchreid.models.resnetmid":{ResNetMid:[9,1,1,""]},"torchreid.models.senet":{SENet:[9,1,1,""]},"torchreid.models.shufflenet":{ShuffleNet:[9,1,1,""]},"torchreid.models.shufflenetv2":{ShuffleNetV2:[9,1,1,""]},"torchreid.models.squeezenet":{SqueezeNet:[9,1,1,""]},"torchreid.models.xception":{Xception:[9,1,1,""]},"torchreid.optim":{lr_scheduler:[10,0,0,"-"],optimizer:[10,0,0,"-"]},"torchreid.optim.lr_scheduler":{build_lr_scheduler:[10,4,1,""]},"torchreid.optim.optimizer":{build_optimizer:[10,4,1,""]},"torchreid.utils":{avgmeter:[11,0,0,"-"],loggers:[11,0,0,"-"],model_complexity:[11,0,0,"-"],reidtools:[11,0,0,"-"],tools:[11,0,0,"-"],torchtools:[11,0,0,"-"]},"torchreid.utils.avgmeter":{AverageMeter:[11,1,1,""]},"torchreid.utils.loggers":{Logger:[11,1,1,""],RankLogger:[11,1,1,""]},"torchreid.utils.loggers.RankLogger":{show_summary:[11,3,1,""],write:[11,3,1,""]},"torchreid.utils.model_complexity":{compute_model_complexity:[11,4,1,""]},"torchreid.utils.reidtools":{visualize_ranked_results:[11,4,1,""]},"torchreid.utils.tools":{check_isfile:[11,4,1,""],collect_env_info:[11,4,1,""],download_url:[11,4,1,""],mkdir_if_missing:[11,4,1,""],read_image:[11,4,1,""],read_json:[11,4,1,""],write_json:[11,4,1,""]},"torchreid.utils.torchtools":{count_num_param:[11,4,1,""],load_checkpoint:[11,4,1,""],load_pretrained_weights:[11,4,1,""],open_all_layers:[11,4,1,""],open_specified_layers:[11,4,1,""],resume_from_checkpoint:[11,4,1,""],save_checkpoint:[11,4,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","attribute","Python attribute"],"3":["py","method","Python method"],"4":["py","function","Python function"]},objtypes:{"0":"py:module","1":"py:class","2":"py:attribute","3":"py:method","4":"py:function"},terms:{"0b56ofsrvi8hubvjltzkwv2vaowm":5,"10x":8,"500k":[2,5],"50x":9,"abstract":5,"case":[2,5],"class":[5,6,7,9,11,12],"default":[2,4,5,6,7,8,9,10,11,12],"float":[5,6,7,10,11],"function":[5,6,7,8,9,10,11,12],"import":[4,5,6,7,8,9,11,12],"int":[5,6,7,8,9,10,11,12],"new":[2,5,6,10,12],"public":[2,4,5,9,12],"return":[5,8,9,11],"super":12,"true":[2,4,5,6,7,8,9,10,11,12],"while":[3,5,6,10,11,12],For:[4,8,11,12],IDs:5,NAS:9,Not:0,One:[0,5],Such:5,The:[2,3,5,6,9,12],Then:12,With:7,__future__:12,__getitem__:5,__init__:[5,9,12],_extract_featur:6,_parse_data_for_ev:6,aaai:9,abd:0,abov:12,absolut:12,absolute_import:12,abspath:12,access:4,accordingli:2,accuraci:[9,11],accv:5,achiev:[5,12],across:0,activ:[2,4,5,6],actmap_datasetnam:12,actual:[11,12],adam:[4,6,10],adam_beta1:10,adam_beta2:10,adapt:0,add:[4,5],addit:2,adopt:[2,12],advanc:4,after:[11,12],aggreg:9,alexnet:9,all:[1,5,11,12],allow:10,also:[2,10,12],alter:5,analysi:[5,11],andrea:4,anneal:10,anoth:12,app:4,appear:5,appli:[5,7,12],approach:0,architectur:[7,9],area:5,arg:11,argument:[2,3,12],arrai:8,art:4,articl:4,arxiv:[4,7,9],aspect:5,associ:5,asterisk:1,attent:[0,6,9],attribut:[2,6,10],augment:5,author:4,autom:2,automat:[2,11,12],avail:9,averag:6,averagemet:11,avg:6,avgmet:11,avoid:12,awar:[0,5],back:[0,12],backbon:0,background:5,base:[0,5,9,10,12],base_lr_mult:[10,12],baselin:[5,9],basic:12,batch:[4,5,6],batch_siz:[4,5,6,7,8,11,12],batchnorm:12,bbox_test:2,bbox_train:2,becaus:3,been:[6,12],befor:[5,6,7,12],begin:7,being:12,below:[2,12],benchmark:[5,11],besid:2,best:11,beta:10,between:6,beyond:9,bilinear:5,bischof:[2,5],blob:[7,11],block:9,block_config:9,bmvc:5,bn_size:9,bodi:5,bool:[5,6,7,8,9,10,11],both:[2,4,5,6,11],bottleneck:9,bottom:0,bounding_box_test:2,bounding_box_train:2,bridg:5,browser:12,build:[4,5,9,10],build_lr_schedul:[4,6,10,12],build_model:[4,6,9,11,12],build_optim:[4,6,10,12],build_train_sampl:5,build_transform:5,built:[4,10],call:[2,6,12],cam_a:2,cam_b:2,camera:[0,3,5,8,12],camid:[5,11,12],campu:2,can:[0,2,3,4,8,10,11,12],captur:[5,8],cavallaro:4,ccloi:[2,5],chang:[2,9],channel:[5,9],check:[4,5,11],check_before_run:5,check_isfil:11,checkpoint:[11,12],choic:[5,6],chollet:9,cite:4,classic:[3,5,6,8],classif:[5,10,11,12],classifi:[10,11,12],clone:4,cluster:0,cmc:[2,6,8],cnn:[6,9,12],code:[0,2,4,6,8,11,12],collect:0,collect_env_info:11,color_jitt:1,coloraugment:5,com:[2,4,5,7,11],combin:5,combine_al:5,combineal:[5,6,12],command:12,common:12,comparison:2,complex:11,comput:[1,2,6,7,8,11],compute_distance_matrix:8,compute_model_complex:[1,11,12],conda:4,connect:9,consid:[1,5,11],consist:[0,5],consol:11,constant:10,construct:[11,12],contain:[3,5,6,7,8,11,12],conveni:11,convolut:[6,9,11,12],convolutionalneur:5,copi:11,correct:12,correl:5,correspond:5,cosin:[8,10],cosine_dist:8,count:[6,11,12],count_num_param:11,cpu:[5,6],creat:[2,4,11],crf:0,crop:5,cross:[4,7,9],cross_entropy_loss:7,crossentropyloss:7,cuda:[4,6],cudatoolkit:4,cuhk01:[3,4,5],cuhk03:[3,4,5,6,8,12],cuhk03_classic_split:[2,5],cuhk03_label:[2,5],cuhk03_new_protocol_config_detect:2,cuhk03_new_protocol_config_label:2,cuhk03_releas:2,cuhk:[2,5],cuhk_identif:[2,5],current:[5,9,11],cvpr:[1,5,6,7,9],cysu:[7,11],cython:8,damag:12,dampen:10,data:[2,3,4,6,12],data_sourc:5,data_typ:11,datamanag:[2,4,5,6,12],dataset:[1,6,11],dataset_dir:[2,5,12],dataset_url:5,deal:11,decai:[6,10],decomposit:5,deep:[0,2,4,5,9,12],deeper:5,deepreid:5,def:12,defaul:5,default_pars:4,defens:7,defin:[3,12],delet:2,denot:[2,7,11,12],dens:9,densenet121:9,densenet121_fc512:9,densenet161:9,densenet169:9,densenet201:9,densenet:[4,9],depend:[11,12],deprec:11,depthwis:9,descript:5,design:9,desir:5,destin:11,detail:[2,4,6,11,12],detect:[2,5],determin:[10,12],develop:4,deviat:5,devic:[4,7,9,12],devil:9,dict:11,dictionari:11,differ:[2,10],digit:5,dir:[4,12],directli:[2,3],directori:[2,4,5,6,11],dirnam:11,discard:11,discrimin:[0,5],displai:9,dissect:0,dist_metr:6,distanc:[1,6,11],distil:0,distmat:[8,11],distractor:[2,5],distractors_500k:2,distrctor:2,divers:0,divid:3,divis:12,document:4,doe:12,doing:[2,11],domain:[0,5,9],done:[3,5,12],download:[1,2,5,11],download_dataset:5,download_url:11,downloads_qmul_ilid:[2,5],downloads_qmul_underground_reid:5,downsample_kernel_s:9,downsample_pad:9,drive:5,drop_rat:9,dropout_p:9,dst:11,duke:2,dukemtmc:[3,4,5,12],dukemtmcreid:[1,5,11,12],dukemtmcvidreid:5,each:[3,5,6,7,8,11,12],easi:[4,12],easili:12,eccv:[5,9],eccvw:5,edu:[2,5],eec:[2,5],effici:9,embed_dim:9,empti:[5,10],enabl:[2,6,8,10],enclos:2,end:[0,2,4,6,7,12],engin:4,entropi:[4,7],env:[4,11],environ:4,epoch:[4,6,10,11,12],epsilon:7,equal:[5,12],equat:7,eras:5,estim:[11,12],etc:4,euclidean:[1,6,8],euclidean_squared_dist:8,eval:[4,12],eval_freq:[4,6,12],evalu:[2,4,5,6,8,11],evaluate_rank:8,evenli:5,event:12,everi:[6,10,11],exampl:[4,5,6,8,9,10,11,12],excit:9,exemplar:0,exist:5,expandus:12,explicitli:5,exploit:[0,5,9],extens:4,extern:11,extra:[2,12],extract:[2,5,6,11,12],extrem:9,facebookresearch:11,factor:[5,10],factoris:[0,9],fail:2,fair:2,fals:[4,5,6,8,9,10,11,12],favor:11,fc_dim:9,feat_dim:[7,9],featur:[0,4,5,6,7,8,9,11,12],feature_dim:9,few:12,fewer:9,figur:11,file:[2,5,11,12],filter:5,filters_multipli:9,find:[0,4],fine:[3,12],first:5,fix:[3,12],fixbase_epoch:[6,12],flop:[1,11,12],focus:[6,12],folder:[2,11],follow:[2,4],format:[1,5],forth:3,forward:[7,11,12],four:[2,5],fpath:11,frac:7,freez:12,frequenc:6,from:[0,1,2,3,6,7,8,9,11,12],frozen:[6,11,12],further:12,fusion:[5,9],g_camid:8,g_pid:8,galleri:[2,3,5,6,8,11],gamma:10,gan:[0,5],gap:5,gener:[0,1,2,3,5,6,12],get:12,get_num_cam:5,get_num_pid:5,gflop:1,git:4,github:[2,4,5,7,11],give:12,given:[5,11,12],going:5,googl:5,gpu:[4,7,9,12],gradient:12,gradual:[0,5],grai:5,graph:[11,12],green:12,grid:[3,4,5],ground:[7,8],group:[0,5,9],growth_rat:9,guid:[0,2,5],guidelin:9,hacnn:[1,4,9],handl:11,hard:[4,7],hard_mine_triplet_loss:7,hardwar:[11,12],harm:12,harmoni:[0,9],has:[3,5,6,10,12],have:[3,10,12],height:[4,5,6,11,12],help:2,here:[0,2,12],herman:7,hetero:0,highli:[4,8],hirzer:5,homogen:0,horizont:0,how:[2,5,6,11],howev:[2,12],html:[2,5],http:[2,4,5,7,11,12],huang:9,human:[0,5],iandola:9,iccv:[5,6,9],icg:[2,5],iclr:6,idea:12,ident:[3,5,6,8,9,10],identif:[0,4,5,6,7,9,12],ids:[3,5,12],ignor:[11,12],ilid:[3,4,5],ilidsvid:5,imag:[0,1,9,11,12],imagedatamanag:[2,3,4,5,6,12],imagedataset:[5,12],imagenet:5,images_detect:2,images_label:2,imagesoftmaxengin:[4,6,12],imagetripletengin:[6,12],img:5,img_path:[5,11,12],impact:9,implement:[4,5,6,11,12],improv:[5,6],incept:[4,7,9],inceptionresnetv2:9,inceptionv4:9,includ:12,incompat:11,incorrect:12,incred:4,independ:[5,12],index:[4,5,7],infer:[11,12],info:[2,11],inform:[5,12],inherit:12,init_image_dataset:5,init_video_dataset:5,initi:[2,5,10,11,12],inplan:9,input1:8,input2:8,input:[1,5,6,7,11,12],input_3x3:9,input_s:11,instal:8,instanc:[4,5,6,8,9],instanti:12,institut:[2,5],integ:10,intens:5,interpol:5,intuit:12,invari:0,invert:9,is_best:11,jason:2,job:12,join:[11,12],joint:0,journal:4,json:[2,11],just:12,kaiyang:4,kaiyangzh:4,keep:[3,5,6,11,12],kei:[2,5,9,11],komodaki:6,krizhevski:5,kroneck:0,kwarg:[5,9,12],kz303:2,label:[1,2,4,5,6,7,8],label_smooth:[4,6,7],larg:[5,12],last:[5,12],last_strid:9,layer:[1,6,9,10,11],layumi:5,lead:5,learn:[0,4,5,6,9,10],learn_region:9,left:12,level:[0,9],liangzheng06:2,liangzheng:[2,5],librari:4,lid:2,lids_pedestrian:2,like:[2,5,12],linear:[9,11],link:[0,2],list:[5,6,8,10,11,12],list_galleri:2,list_queri:2,list_train:2,list_val:2,load:[2,4,9,11,12],load_checkpoint:11,load_pretrained_weight:[11,12],localhost:12,log:[4,6,11,12],log_nam:11,logdir:12,loi:5,longtensor:[7,8],look:2,loss:[1,6,9,11,12],loss_valu:11,lr_schedul:[4,6,10],lrs:[2,5],lrschedul:6,machin:4,main:[4,12],manag:[4,12],manduchi:2,mani:5,manual:2,map:[1,2,6],mar:[3,4,5,6],margin:[6,7],market1501:[3,4,5,6,11,12],market1501_500k:[2,5,12],market:2,maskrcnn:11,master:[2,7,11],mat:2,match:[0,2,9,11,12],matrix:[6,7,8,11],matter:0,max:[4,5,6],max_epoch:[4,6,10,12],max_rank:8,maximum:[6,8,10],mean:[1,2,5,6,8,11,12],measur:5,memori:0,metadata:2,method:[2,4,10,11,12],metric:[2,5,6],mid:[4,9],middl:9,might:12,min:5,min_seq_len:5,mine:[4,7],minibatch:11,miss:[0,11],mkdir_if_miss:11,mlfn:[1,4,9],mobil:9,mobilenetv2:[4,9],mobilenetv2_x1_0:[1,9],mobilenetv2_x1_4:[1,9],mode:[2,5,12],model:[0,3,5,6,10,11],model_complex:[11,12],model_s:11,model_zoo:4,modifi:[2,5],modul:[4,6,9,10,11,12],momentum:10,more:[2,4,6,8,12],most:[4,6],msmt17:[3,4,5,12],msmt17_v1:2,msmt17_v2:2,mudeep:[4,9],multi:[0,4,5,9],multi_shot:2,multi_step:10,multilabel:0,multipl:[0,5,10,11],multipli:10,multiscal:9,must:6,mutual:0,my_model:11,name:[2,4,5,6,9,10,11,12],nasnet:[4,9],nasnetamobil:9,nchannel:9,ndarrai:[8,11],need:[2,5,6,12],neg:7,nesterov:10,net:[0,5,9,11],network:[0,5,6,9,11,12],neural:[5,6,9,11],new_dataset:[5,12],new_lay:[10,12],newdataset:[5,12],nightli:4,nip:5,node:5,none:[5,6,9,11],nonlinear:9,norm_lay:9,norm_mean:5,norm_std:5,normal:[0,5,6,7,10],normalize_featur:6,note:[3,11,12],now:10,num_class:[4,6,7,8,9,11,12],num_galleri:[8,11],num_group:9,num_init_featur:9,num_inst:[5,6],num_param:[11,12],num_queri:[8,11],num_train_cam:5,num_train_pid:[4,5,6],number:[5,6,7,9,11,12],numpi:[8,11],obj:11,obtain:11,old:2,omni:[0,4,6,9],onc:0,one:[3,6,12],onli:[1,2,3,5,6,11,12],only_conv_linear:[11,12],open:[6,7,11,12],open_all_lay:11,open_lay:[6,11,12],open_specified_lay:11,oper:5,optim:[4,6,9,11],option:[5,6,7,8,9,10,11],order:12,org:[2,5],organ:2,origin:[2,5],osnet:[4,9,12],osnet_ibn_x1_0:1,osnet_x0_25:1,osnet_x0_5:1,osnet_x0_75:1,osnet_x1_0:[1,12],osp:[11,12],other:[3,5,11,12],otherwis:[1,2],output:[8,11,12],over:8,overlap:12,packag:4,pai:6,pair:5,paper:[0,4],param:1,paramet:[5,6,7,8,9,10,11,12],paranthes:2,parent:2,pars:[0,5],parse_data:5,part:9,patch:[0,5],path:[2,4,5,6,11,12],path_to_data:4,path_to_weight:12,pcb:[4,9],pcb_p4:9,pcb_p6:9,penalti:10,penultimate_filt:9,peopl:[2,5],per:5,perform:[5,6,11,12],person:[0,2,4,5,6,7,8,9,11,12],pet:5,pid:[5,11,12],pil:[5,11],pip:4,pipelin:6,pkuvmc:[2,5],place:[2,5],pleas:[2,3,4,6,12],plot:11,png:5,point:4,pool:[6,9],pooling_method:6,pose:0,posit:7,practic:[9,12],pre:0,predefin:[3,5],predict:[7,8],prefer:4,prepar:[2,4],prepare_split:5,preprint:4,present:[1,12],pretrain:[4,9,10,11,12],pretrian:11,prevent:12,prid11:[2,5],prid2011:[3,4,5],prid:[3,4,5],prid_2011:2,print_freq:[4,6,12],print_frequ:6,print_funct:12,probabl:5,probe:2,process:2,product:0,project:[2,5],project_mar:[2,5],project_reid:[2,5],promot:0,propag:12,proper:4,protocol:[2,4],provid:[2,4,5,11,12],pth:[4,11,12],purpos:5,put:[2,12],pyramid:0,python2:11,python3:11,python:[4,12],pytorch:[4,12],q_camid:8,q_pid:8,qian:9,qmul:[4,5],queri:[2,3,5,6,8,11],rand:8,random2dtransl:5,random:[0,3,5],random_crop:[1,4],random_flip:[1,4,5],randomeras:5,randomidentitysampl:[5,6,12],randomli:[3,5,10,12],randomsampl:[5,12],rang:6,rank1:11,rank:[1,2,4,5,6,11],ranklogg:11,rate:[6,10],rather:[11,12],ratio:5,reacquisit:5,read:11,read_imag:11,read_json:11,recognit:[5,9],recommend:[4,6,8],record:11,red:12,reduc:7,reduced_dim:9,reduct:9,redund:[11,12],refer:[2,3,4,5,6,7,9,12],refin:9,regard:[2,12],region:5,regist:[5,12],register_image_dataset:[5,12],register_video_dataset:5,regular:[1,6,7],reid:[5,6,7,12],reid_evalu:5,reidentif:5,reidtool:11,relat:[0,12],relu:[9,12],remov:11,remove_module_from_kei:11,replace_stride_with_dil:9,report:2,repres:5,represent:9,requir:[5,8],required_fil:5,rerank:6,research:[0,2,4,5],residu:9,resiz:[5,11],resnet101:9,resnet152:9,resnet18:9,resnet34:9,resnet50:[1,4,6,9,11,12],resnet50_fc512:[1,9,12],resnet50mid:9,resnet:[4,9],resnetmid:9,resnext101:9,resnext101_32x8d:9,resnext50:9,resnext50_32x4d:9,resnext:4,resolut:0,resourc:0,respect:12,result:[1,2,5,6,11],resum:11,resume_from_checkpoint:[11,12],rethink:7,retriev:[0,9],return_dataload:5,return_testdataset_by_nam:5,revisit:0,rgb:5,right:[4,12],ristani:5,rmsprop:10,rmsprop_alpha:10,robust:0,roll:0,root:[2,4,5,6,12],run:[4,6,11,12],sai:[10,12],same:[3,5,12],sampl:[5,6],sample_method:5,sandler:9,save:[2,4,6,11,12],save_checkpoint:11,save_dir:[4,6,11,12],scalabl:[5,9],scale:[0,4,5,6,9],schedul:[4,6],scia:5,scope:12,scratch:1,script:[4,12],se_resnet101:9,se_resnet152:9,se_resnet50:9,se_resnet50_fc512:9,se_resnext101_32x4d:9,se_resnext50_32x4d:9,search:9,section:[2,12],see:[1,2,6,11,12],select:4,self:[6,11,12],semant:0,senet154:9,senet:[4,9],sensereid:[3,4,5],separ:9,seq_len:[5,6],sequenc:2,set:[2,3,5,6,8,11,12],setup:[2,4],sgd:[10,12],sgd_dampen:10,sgd_nesterov:10,shape:[5,7,8,11],share:[3,12],shot:[0,2,5,6,8],should:[2,3,5,6,8,10,12],show:[5,11],show_avai_model:[9,12],show_summari:[5,11],shown:12,shuffl:0,shufflenet:[1,4,9],shufflenet_v2_x0_5:9,shufflenet_v2_x1_0:9,shufflenet_v2_x1_5:9,shufflenet_v2_x2_0:9,shufflenetv2:[4,9],similar:[0,3],simpli:12,singl:[2,3,5,6,8,11],single_shot:2,single_step:[4,6,10],size:[1,4,5,8,9,10,11],smaller:[10,12],smooth:[1,4,6,7,10],soe:[2,5],soft:0,softmax:[1,4,6,9,11],some:[2,12],some_argu:6,someth:0,sourc:[2,4,5,6,7,8,9,10,11,12],spatial:0,specif:[2,5,12],specifi:[1,2,8,11,12],speed:8,spindl:5,split:[1,2,3,5,6,8],split_id:[3,5],splits_classic_detect:2,splits_classic_label:2,splits_new_detect:2,splits_new_label:2,splits_prid2011:2,squar:8,squeez:9,squeezenet1_0:9,squeezenet1_0_fc512:9,squeezenet1_1:9,squeezenet:[4,9],staged_lr:[10,12],stages_out_channel:9,stages_repeat:9,standard:[2,4,5],start:[3,6],start_epoch:[6,11,12],start_ev:6,state:[4,11],state_dict:11,statist:5,stdout:11,stem_filt:9,step:[10,11],stepsiz:[4,6,10],stepwis:[0,5],store:[2,11],str:[5,6,8,9,10,11,12],strategi:12,string:[5,11],strip:9,strong:9,structur:2,style:0,sub:3,subclass:[5,6],submit:0,subset:12,suggest:[2,12],suit:[4,6],summar:11,summari:11,summarywrit:12,sun:9,superscript:2,support:[2,4,5,9,11],suppos:[2,4,12],sys:[11,12],szegedi:[7,9],take:[5,6,10],tao:4,tar:[4,11,12],target:[0,5,6,7,8,11,12],team:[2,5],techniqu:4,templat:12,tempor:0,tensor:[7,8],tensorboard:4,termin:12,test:[1,2,3,4,5,6,11],test_galleri:2,test_onli:[4,6,12],test_prob:2,testload:[5,6],text:11,tgz:2,than:[2,8,11,12],them:2,theoret:[11,12],therefor:[5,12],thi:[2,4,5,6,8,11,12],three:12,threshold:2,throughout:12,thu:[3,5,12],time:[1,3,6,7,11,12],titl:4,tool:[4,12],top:[6,8,11,12],topk:[8,11,12],torch:[6,7,8],torchreid:[1,2,3,12],torchtool:11,torchvis:4,total:3,track:[0,5],tracklet:[5,6,11],train:[0,1,2,3,4,5,6,9,10,11],train_sampl:[5,6,12],trainload:[5,6],transfer:[5,6,9],transform:[1,4,9],translat:5,tree:2,triplet:[4,6,9,12],tripletloss:7,truth:[7,8],tugraz:[2,5],tune:12,tupl:[5,8,11,12],two:[2,3,5],txt:2,type:[8,11],ucsc:[2,5],under:[2,3,8,12],undergo:5,underground_reid:2,understand:12,unicodedecodeerror:11,unifi:6,unknown:[0,5],unlabel:5,unless:1,unmatch:11,unsupervis:0,unzip:2,updat:11,url:[5,11],use:[1,2,5,6,7,8,9,10,12],use_cpu:[5,6],use_cython:8,use_gpu:[7,9],use_metric_cuhk03:[2,6,8],used:[1,2,3,4,5,6,11,12],useful:4,user:2,uses:[6,10],using:[2,3,4,6,8,11,12],util:[1,12],v15:2,valu:[5,8,10,11],vari:3,vector:6,verbos:[5,11,12],version:[4,5,9],via:[0,6],vid:[3,4,5],vid_reid_dataset:[2,5],video:[0,11,12],videodatamanag:[3,5,6],videodataset:[5,12],videoreid:[3,4,5],videosoftmaxengin:[6,12],videotripletengin:[6,12],vidreid:2,view:[3,5,8],viewpoint:0,viper:[3,4,5],visactmap:[6,12],vision:[2,5,7],visit:12,visrank:[6,12],visrank_dataset:6,visrank_datasetnam:12,visrank_market1501:6,visrank_topk:[6,12],visual:[4,6,11],visualize_ranked_result:11,vitro:5,wai:2,walk:0,wang:5,wanna:2,want:[10,12],web:12,wei:5,weight:[4,6,7,9,10,11,12],weight_decai:10,weight_path:[11,12],weight_t:6,weight_x:6,welcom:0,well:11,what:[2,12],whatev:12,when:[1,2,6,7,8,10,11,12],where:[5,6,7,12],whether:[4,7,9,11],which:[2,4,6,8,11,12],whose:2,width:[4,5,6,9,11,12],width_mult:9,width_per_group:9,within:12,worker:5,wrapper:[8,9,10],write:[11,12],write_json:11,www:[2,5],xception:[4,9],xgwang:[2,5],xiang:4,xiatian:[2,5],xie:9,yang:4,year:4,yml:4,yongxin:4,you:[0,2,4,5,10,11,12],your:4,your_save_dir:12,yourself:2,zagoruyko:6,zero_init_residu:9,zhang:9,zhao:5,zheng:5,zhong:[1,5,6],zhou2019osnet:4,zhou:[4,6,9],zhunzhong07:5,zip:2,zoo:4,zoph:9},titles:["Awesome-ReID","Model Zoo","Datasets","Evaluation","Torchreid","torchreid.data","torchreid.engine","torchreid.losses","torchreid.metrics","torchreid.models","torchreid.optim","torchreid.utils","How-to"],titleterms:{"true":1,Use:12,aaai:0,accuraci:8,activ:12,arxiv:0,avail:12,averag:11,awesom:0,base:6,chang:12,choos:12,citat:4,classif:[4,9],combin:12,combineal:1,complex:12,comput:12,confer:0,cross:[1,12],cuhk01:2,cuhk03:[1,2],curv:12,cvpr:0,dagger:2,data:5,dataset:[2,4,5,12],design:12,differ:12,distanc:8,domain:1,dukemtmc:[1,2],dukemtmcreid:2,dukemtmcvidreid:2,eccv:0,engin:[6,12],evalu:[3,12],find:12,galleri:12,gener:11,get:4,grid:2,how:12,iccv:0,ilid:2,ilidsvid:2,imag:[2,3,4,5,6],imagenet:[1,4,9],indic:4,instal:4,interfac:[4,9],kei:12,layer:12,learn:12,lightweight:[4,9],logger:11,loss:[4,7],lr_schedul:12,manag:5,map:12,mar:2,market1501:[1,2],meter:11,metric:8,model:[1,4,9,12],msmt17:[1,2],multipl:12,neurip:0,optim:[10,12],own:12,pretrain:1,prid2011:2,prid:2,qmul:2,queri:12,rank:[8,12],rate:12,reid:[0,1,2,3,4,9,11],result:12,resum:12,same:1,sampler:[5,12],schedul:10,second:4,sensereid:2,show:12,softmax:7,specif:[4,9],start:4,step:12,tabl:4,tensorboard:12,test:12,tool:11,torch:11,torchreid:[4,5,6,7,8,9,10,11],train:12,transfer:12,transform:5,triplet:7,two:12,unifi:4,util:11,vid:2,video:[2,3,4,5,6],videoreid:2,viper:2,visual:12,your:12,zoo:1}})
\ No newline at end of file