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Long-Term Debt - Additional Information (Details) - USD ($)
1 Months Ended 3 Months Ended 6 Months Ended 12 Months Ended
Jun. 30, 2018
Aug. 31, 2017
Jan. 31, 2016
Nov. 30, 2014
Mar. 31, 2013
Jun. 30, 2018
Jun. 30, 2017
Mar. 31, 2016
Jun. 30, 2018
Dec. 31, 2017
Apr. 30, 2018
Debt Instrument [Line Items]                      
Transition period for subsidiary to be a FHLB-member (in years)     5 years                
Existing debt $ 0         $ 0     $ 0 $ 0  
Federal home loan bank stock 43,393,000         43,393,000     43,393,000 43,393,000  
Accrued interest payable 3,000,000         3,000,000     3,000,000 2,000,000  
Notional amount 7,630,759,000         7,630,759,000     7,630,759,000 6,644,081,000  
Accrued interest payable [1] $ 21,925,000         $ 21,925,000     $ 21,925,000 18,435,000  
Trust Preferred Securities And Subordinated Notes                      
Debt Instrument [Line Items]                      
Weighted average interest rates, by series 6.80%         6.80%     6.80%    
Accrued interest payable $ 1,000,000         $ 1,000,000     $ 1,000,000 1,000,000  
Trust Preferred Securities And Subordinated Notes | Interest rate swaps                      
Debt Instrument [Line Items]                      
Notional amount 140,000,000         140,000,000     $ 140,000,000    
Trust Preferred Securities And Subordinated Notes | LIBOR                      
Debt Instrument [Line Items]                      
Basis spread on variable rate                 2.25%    
Trust Preferred Securities                      
Debt Instrument [Line Items]                      
Debt instrument face amount 100,000,000         100,000,000     $ 100,000,000    
Subordinated Notes                      
Debt Instrument [Line Items]                      
Debt instrument face amount 40,000,000         40,000,000     40,000,000    
Senior Notes Due 2024 | Convertible Debt                      
Debt Instrument [Line Items]                      
Convertible notes $ 200,000,000         $ 200,000,000 $ 200,000,000   $ 200,000,000    
Debt Instrument interest rate 5.625%         5.625% 5.625%   5.625%    
Debt instrument, percent of par 99.50%                    
Net proceeds from issuance of convertible debt $ 194,000,000                    
Interest expense yield                 6.20%    
Convertible senior notes conversion rate                 0.0547645    
Convertible senior notes conversion per share (in dollars per share) $ 18.26         $ 18.26     $ 18.26    
Accrued interest payable $ 200,000         $ 200,000     $ 200,000    
Unamortized debt issuance costs 5,000,000         5,000,000     5,000,000    
Unamortized discount 1,000,000         1,000,000     1,000,000    
Senior Notes Due 2023 | Convertible Debt                      
Debt Instrument [Line Items]                      
Convertible notes $ 245,000,000 $ 245,000,000       $ 245,000,000     $ 245,000,000    
Debt Instrument interest rate   4.75%                  
Debt instrument maturity year   2023                  
Net proceeds from issuance of convertible debt   $ 238,000,000                  
Interest expense yield                 5.30%    
Convertible senior notes conversion rate                 0.0539060    
Convertible senior notes conversion per share (in dollars per share) $ 18.55         $ 18.55     $ 18.55    
Accrued interest payable $ 4,000,000         $ 4,000,000     $ 4,000,000    
Unamortized debt issuance costs 6,000,000         6,000,000     6,000,000    
Exchangeable Senior Notes Due 2019 | Convertible Debt                      
Debt Instrument [Line Items]                      
Convertible notes $ 201,000,000     $ 205,000,000   $ 201,000,000     $ 201,000,000    
Debt Instrument interest rate       5.625%              
Debt instrument maturity year       2019              
Net proceeds from issuance of convertible debt       $ 198,000,000              
Interest expense yield                 6.30%    
Convertible senior notes conversion rate                 0.0462370    
Convertible senior notes conversion per share (in dollars per share) $ 21.63         $ 21.63     $ 21.63    
Accrued interest payable $ 1,000,000         $ 1,000,000     $ 1,000,000    
Unamortized debt issuance costs $ 2,000,000         $ 2,000,000     $ 2,000,000    
Debt instrument redemption date                 Nov. 15, 2019    
Amount of debt repurchased               $ 4,000,000      
Exchangeable Senior Notes Due 2019 | Convertible Debt | Gain (loss) on investments                      
Debt Instrument [Line Items]                      
Gain on extinguishment of debt               $ 300,000      
Convertible Senior Notes Due 2018 | Convertible Debt                      
Debt Instrument [Line Items]                      
Convertible notes         $ 288,000,000   $ 288,000,000        
Debt Instrument interest rate             4.625%        
Net proceeds from issuance of convertible debt         $ 279,000,000            
Interest expense yield                 4.80%    
Convertible senior notes conversion rate                 0.0411320    
Convertible senior notes conversion per share (in dollars per share) $ 24.31         $ 24.31     $ 24.31    
Amount of debt repurchased             $ 37,000,000       $ 250,000,000
Gain on extinguishment of debt             (1,000,000)        
Unamortized deferred issuance costs             $ 2,000,000        
Repurchase Agreement, Single Family Residential Loans, Facility 1 | Facilities                      
Debt Instrument [Line Items]                      
Maximum borrowing limit $ 200,000,000         $ 200,000,000     $ 200,000,000    
Existing debt 0         0     0    
Repurchase Agreement, Single Family Residential Loans, Facility 2 | Facilities                      
Debt Instrument [Line Items]                      
Maximum borrowing limit 200,000,000         200,000,000     200,000,000    
Existing debt 0         0     $ 0    
FHLB Chicago                      
Debt Instrument [Line Items]                      
Federal home loan bank advances, reset period of basis margin (in days)                 91 days    
FHLB Chicago | FHLB Member Subsidiary                      
Debt Instrument [Line Items]                      
Maximum borrowing limit 2,000,000,000         2,000,000,000     $ 2,000,000,000    
Additional borrowings from FHLBC           0     0    
Existing debt 2,000,000,000         2,000,000,000     2,000,000,000    
Federal home loan bank advances outstanding $ 2,000,000,000         $ 2,000,000,000     $ 2,000,000,000 $ 2,000,000,000  
Weighted average interest rate 2.03%         2.03%     2.03% 1.38%  
Weighted average maturity (in years)                 7 years 8 years  
FHLB Chicago | Redwood | Held-for-sale residential loans                      
Debt Instrument [Line Items]                      
Loans pledged as collateral under borrowing agreement with FHLBC $ 2,310,000,000         $ 2,310,000,000     $ 2,310,000,000    
[1] Our consolidated balance sheets include assets of consolidated variable interest entities (“VIEs”) that can only be used to settle obligations of these VIEs and liabilities of consolidated VIEs for which creditors do not have recourse to Redwood Trust, Inc. or its affiliates. At June 30, 2018 and December 31, 2017, assets of consolidated VIEs totaled $2,082,771 and $1,259,774, respectively. At June 30, 2018 and December 31, 2017, liabilities of consolidated VIEs totaled $1,935,299 and $1,167,157, respectively. See Note 4 for further discussion.