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Short-Term Debt - Additional Information (Details) - USD ($)
3 Months Ended 9 Months Ended 12 Months Ended
Sep. 30, 2018
Sep. 30, 2018
Dec. 31, 2017
Apr. 30, 2018
Mar. 31, 2013
Short-term Debt [Line Items]          
Trading securities pledged as collateral $ 668,000,000 $ 668,000,000      
Average balance of short-term debt 1,560,000,000 1,470,000,000      
Accrued interest payable on short-term debt 3,000,000 3,000,000 $ 2,000,000    
Committed line of credit 10,000,000 10,000,000      
Fair value of mortgage backed securities securing loan (in excess) 4,000,000 4,000,000      
Committed line of credit with financial institutions, outstanding 0 0 0    
Accrued interest payable [1] 31,076,000 31,076,000 18,435,000    
Convertible Debt | Convertible Senior Notes Due 2018          
Short-term Debt [Line Items]          
Convertible notes     288,000,000   $ 288,000,000
Debt Instrument interest rate         4.625%
Unamortized deferred issuance costs     2,000,000    
Amount of debt repurchased     37,000,000 $ 250,000,000  
Gain (loss) on extinguishment of debt     (1,000,000)    
Sequoia securities | Sequoia Choice          
Short-term Debt [Line Items]          
Trading securities pledged as collateral 129,000,000 129,000,000      
Sequoia securities | Freddie Mac K-Series          
Short-term Debt [Line Items]          
Trading securities pledged as collateral 11,000,000 11,000,000      
Residential loans          
Short-term Debt [Line Items]          
Loan pledged as collateral     1,150,000,000    
Residential          
Short-term Debt [Line Items]          
Securities pledged as collateral 918,000,000 918,000,000 $ 788,000,000    
Single-family rental loans, held-for-sale at fair value          
Short-term Debt [Line Items]          
Collateral amounts 20,000,000 20,000,000      
Fix and flip loan warehouse          
Short-term Debt [Line Items]          
Collateral amounts 92,000,000 92,000,000      
Residential Loans          
Short-term Debt [Line Items]          
Loan pledged as collateral $ 622,000,000 $ 622,000,000      
[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 September 30, 2018 and December 31, 2017, assets of consolidated VIEs totaled $3,693,140 and $1,259,774, respectively. At September 30, 2018 and December 31, 2017, liabilities of consolidated VIEs totaled $3,417,835 and $1,167,157, respectively. See Note 4 for further discussion.