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Residential Loans - Additional Information (Detail) (USD $)
3 Months Ended 12 Months Ended
Mar. 31, 2015
Contract
Mar. 31, 2014
Dec. 31, 2014
Contract
Mortgage Loans on Real Estate [Line Items]      
Principal balance of loans sold during period $ 2,200,000,000rwt_PrincipalBalanceofLoansSoldDuringPeriod $ 707,000,000rwt_PrincipalBalanceofLoansSoldDuringPeriod  
Carrying value 3,399,755,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer   3,398,573,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
Sequoia      
Mortgage Loans on Real Estate [Line Items]      
Carrying value 1,304,426,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
  1,474,386,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
Fixed-rate loans      
Mortgage Loans on Real Estate [Line Items]      
Weighted average coupon rate 3.92%rwt_FinancingReceivablesWeightedAverageInterestRate
/ us-gaap_FinancialInstrumentAxis
= us-gaap_FixedRateResidentialMortgageMember
   
Hybrid loans      
Mortgage Loans on Real Estate [Line Items]      
Weighted average coupon rate 3.06%rwt_FinancingReceivablesWeightedAverageInterestRate
/ us-gaap_FinancialInstrumentAxis
= rwt_HybridResidentialMortgagesMember
   
Residential Loans at Fair Value      
Mortgage Loans on Real Estate [Line Items]      
Number of loans 1,903us-gaap_MortgageLoansOnRealEstateNumberOfLoans
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtFairValueMember
  2,273us-gaap_MortgageLoansOnRealEstateNumberOfLoans
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtFairValueMember
Loan Principal 1,070,000,000us-gaap_PrincipalAmountOutstandingOnLoansManagedAndSecuritized
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtFairValueMember
  1,300,000,000us-gaap_PrincipalAmountOutstandingOnLoansManagedAndSecuritized
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtFairValueMember
Principal value of loans purchased 2,400,000,000rwt_PrincipalBalanceOfLoansAcquiredDuringPeriod
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtFairValueMember
1,070,000,000rwt_PrincipalBalanceOfLoansAcquiredDuringPeriod
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtFairValueMember
 
Valuation adjustments 2,056,000us-gaap_FairValueOptionChangesInFairValueGainLoss1
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtFairValueMember
7,128,000us-gaap_FairValueOptionChangesInFairValueGainLoss1
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtFairValueMember
 
Residential Loans at Lower of Cost or Fair Value      
Mortgage Loans on Real Estate [Line Items]      
Number of loans 9us-gaap_MortgageLoansOnRealEstateNumberOfLoans
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtLowerOfCostOrFairValueMember
  9,000us-gaap_MortgageLoansOnRealEstateNumberOfLoans
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtLowerOfCostOrFairValueMember
Loan Principal 2,000,000us-gaap_PrincipalAmountOutstandingOnLoansManagedAndSecuritized
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtLowerOfCostOrFairValueMember
  0us-gaap_PrincipalAmountOutstandingOnLoansManagedAndSecuritized
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtLowerOfCostOrFairValueMember
Carrying value 1,472,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtLowerOfCostOrFairValueMember
  1,488,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtLowerOfCostOrFairValueMember
Residential Loans at Lower of Cost or Fair Value | Sequoia      
Mortgage Loans on Real Estate [Line Items]      
Carrying value 0us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtLowerOfCostOrFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
  0us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansAtLowerOfCostOrFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
Residential Loans Held For Investment at Fair Value      
Mortgage Loans on Real Estate [Line Items]      
Number of loans 1,314us-gaap_MortgageLoansOnRealEstateNumberOfLoans
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
  803us-gaap_MortgageLoansOnRealEstateNumberOfLoans
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
Loan Principal 972,000,000us-gaap_PrincipalAmountOutstandingOnLoansManagedAndSecuritized
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
  566,000,000us-gaap_PrincipalAmountOutstandingOnLoansManagedAndSecuritized
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
Carrying value 1,000,000,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
   
Principal balance of loans transferred 436,000,000rwt_PrincipalAmountOfLoansSecuritizedDuringPeriod
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
   
Fair value of loans transferred 448,000,000rwt_FairValueOfLoansSecuritizedDuringPeriod
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
   
Loan pledged as collateral 994,000,000us-gaap_LoansPledgedAsCollateral
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
   
Weighted average original Fair Isaac Corporation (FICO) score 773rwt_FinancingReceivableCreditScoreFICOWeightedAverage
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
   
Weighted average original loan-to-value (LTV) 68.00%rwt_FinancingReceivableLoanToValueRatio
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
   
Residential Loans Held For Investment at Fair Value | Sequoia      
Mortgage Loans on Real Estate [Line Items]      
Number of loans 5,177us-gaap_MortgageLoansOnRealEstateNumberOfLoans
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
  5,315us-gaap_MortgageLoansOnRealEstateNumberOfLoans
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
Weighted average original Fair Isaac Corporation (FICO) score 733rwt_FinancingReceivableCreditScoreFICOWeightedAverage
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
   
Weighted average original loan-to-value (LTV) 66.00%rwt_FinancingReceivableLoanToValueRatio
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
   
Loans held-for-investment, delinquent greater than 90 days 68,000,000us-gaap_FairValueOptionLoansHeldAsAssets90DaysOrMorePastDue
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
  73,000,000us-gaap_FairValueOptionLoansHeldAsAssets90DaysOrMorePastDue
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
Loans held-for-investment, in foreclosure 34,000,000rwt_FairValueOptionLoansHeldAsAssetsAggregateAmountInForeclosure
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
  39,000,000rwt_FairValueOptionLoansHeldAsAssetsAggregateAmountInForeclosure
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
Valuation adjustments 3,000,000us-gaap_MortgageLoansOnRealEstatePeriodIncreaseDecrease
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentAtFairValueMember
/ us-gaap_RelatedPartyTransactionsByRelatedPartyAxis
= rwt_SequoiaSecuritizationEntitiesMember
   
Residential Loans Held for Investment      
Mortgage Loans on Real Estate [Line Items]      
Loan Principal 1,415,017,000us-gaap_PrincipalAmountOutstandingOnLoansManagedAndSecuritized
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentMember
  1,483,213,000us-gaap_PrincipalAmountOutstandingOnLoansManagedAndSecuritized
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentMember
Carrying value 1,304,426,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentMember
  1,474,386,000us-gaap_LoansAndLeasesReceivableNetReportedAmountConsumer
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentMember
Unamortized premium, net 0us-gaap_UnamortizedLoanCommitmentAndOriginationFeesAndUnamortizedDiscountsOrPremiums
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentMember
  12,511,000us-gaap_UnamortizedLoanCommitmentAndOriginationFeesAndUnamortizedDiscountsOrPremiums
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentMember
Allowance for loan losses 0us-gaap_AllowanceForLoanAndLeaseLossesRealEstate
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentMember
  21,338,000us-gaap_AllowanceForLoanAndLeaseLossesRealEstate
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_ResidentialLoansHeldForInvestmentMember
Mortgage Servicing Rights      
Mortgage Loans on Real Estate [Line Items]      
Purchases of mortgage servicing assets $ 1,908,993,000us-gaap_ServicingAssetAtAmortizedValueAdditions
/ us-gaap_InvestmentTypeAxis
= rwt_MortgageServicingRightsMember