From 3fac6470f487c85bcc03ef102f86e1542262108e Mon Sep 17 00:00:00 2001 From: Zach Teed Date: Mon, 25 May 2020 14:30:45 -0400 Subject: [PATCH] fixed problems with variational dropout --- RAFT.png | Bin 0 -> 204077 bytes README.md | 6 ++++-- core/modules/update.py | 16 ++++++++++++++-- core/raft.py | 2 +- train.py | 6 +++--- 5 files changed, 22 insertions(+), 8 deletions(-) create mode 100644 RAFT.png diff --git a/RAFT.png b/RAFT.png new file mode 100644 index 0000000000000000000000000000000000000000..a387fe2c8b2d02602941a5a74993992cd6490a4c GIT binary patch literal 204077 zcmeFY^;28X8}17&?ohlf5*&iNLyEf&4@annW7PfMTR--GEbQGQw)R$5R<5qD4*q@~P}?Zf z@dJvOi0A-ye}F=95*P73HNxB>_A5eEF>$RD>kG;LUWo2cNk&!6()vu)~zZY9N zOOsIZbf>7>cfJmeMw;b0aqHiTfJ}6+q(tN5;&amCQG#o`-^x*&#;B_j3k&nR``dzo zf@nW`)XwNwCA_Pz-8rdqcXvlFuOvG*;Lmz%TXSt=dL&BW)X&ckbvzK_ZXFTm8PPjZ z6CaQs?zMU{Uz49Ou(5S9{8g{?i$F&1w=b|T`_~Ke^LwaMZ+*q-w%qh@;i$rWRKnKb z`Ss1&^`~>x*bQpA?Gx%GBi-M&BNvL2Uq%J5qds(_3=Wf$k~+Q?qYgl;_o%kT$;OeN 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for Optical Flow](https://arxiv.org/pdf/2003.12039.pdf)
Zachary Teed and Jia Deng
+ + ## Requirements Our code was tested using PyTorch 1.3.1 and Python 3. The following additional packages need to be installed @@ -84,11 +86,11 @@ python train.py --name=kitti_ft --image_size 288 896 --dataset=kitti --num_steps You can evaluate a model on Sintel and KITTI by running ```Shell -python evaluate.py --model=checkpoints/chairs+things.pth +python evaluate.py --model=models/chairs+things.pth ``` or the small model by including the `small` flag ```Shell -python evaluate.py --model=checkpoints/small.pth --small +python evaluate.py --model=models/small.pth --small ``` diff --git a/core/modules/update.py b/core/modules/update.py index d9133dd..a1f362c 100644 --- a/core/modules/update.py +++ b/core/modules/update.py @@ -133,8 +133,20 @@ class SmallUpdateBlock(nn.Module): self.gru = ConvGRU(hidden_dim=hidden_dim, input_dim=82+64) self.flow_head = FlowHead(hidden_dim, hidden_dim=128) + self.drop_inp = VariationalHidDropout(dropout=args.dropout) + self.drop_net = VariationalHidDropout(dropout=args.dropout) + + def reset_mask(self, net, inp): + self.drop_inp.reset_mask(inp) + self.drop_net.reset_mask(net) + def forward(self, net, inp, corr, flow): motion_features = self.encoder(flow, corr) + + if self.training: + net = self.drop_net(net) + inp = self.drop_inp(inp) + inp = torch.cat([inp, motion_features], dim=1) net = self.gru(net, inp) delta_flow = self.flow_head(net) @@ -157,12 +169,12 @@ class BasicUpdateBlock(nn.Module): def forward(self, net, inp, corr, flow): motion_features = self.encoder(flow, corr) - inp = torch.cat([inp, motion_features], dim=1) if self.training: net = self.drop_net(net) inp = self.drop_inp(inp) - + + inp = torch.cat([inp, motion_features], dim=1) net = self.gru(net, inp) delta_flow = self.flow_head(net) diff --git a/core/raft.py b/core/raft.py index 22a587d..e14a54a 100644 --- a/core/raft.py +++ b/core/raft.py @@ -26,7 +26,7 @@ class RAFT(nn.Module): args.corr_levels = 4 args.corr_radius = 4 - if 'dropout' not in args._get_kwargs(): + if not hasattr(args, 'dropout'): args.dropout = 0 # feature network, context network, and update block diff --git a/train.py b/train.py index 2767acf..a6d75ad 100755 --- a/train.py +++ b/train.py @@ -21,7 +21,7 @@ import datasets # exclude extremly large displacements MAX_FLOW = 1000 -SUM_FREQ = 100 +SUM_FREQ = 200 VAL_FREQ = 5000 @@ -56,7 +56,7 @@ def sequence_loss(flow_preds, flow_gt, valid): def fetch_dataloader(args): - """ Create the data loader for the corresponding trainign set """ + """ Create the data loader for the corresponding training set """ if args.dataset == 'chairs': train_dataset = datasets.FlyingChairs(args, image_size=args.image_size) @@ -86,7 +86,7 @@ def fetch_optimizer(args, model): optimizer = optim.AdamW(model.parameters(), lr=args.lr, weight_decay=args.wdecay, eps=args.epsilon) scheduler = optim.lr_scheduler.OneCycleLR(optimizer, args.lr, args.num_steps, - pct_start=0.2, cycle_momentum=False, anneal_strategy='linear', final_div_factor=1.0) + pct_start=0.2, cycle_momentum=False, anneal_strategy='linear') return optimizer, scheduler