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Equity Compensation Plans - Unrecognized Compensation Cost (Detail) (USD $)
In Thousands, unless otherwise specified
3 Months Ended
Mar. 31, 2015
Mar. 31, 2014
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]    
Unrecognized compensation cost at beginning of period $ 20,269us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized  
Equity grants 8,034us-gaap_EmployeeServiceShareBasedCompensationAllocationOfRecognizedPeriodCostsCapitalizedAmount  
Equity grant forfeitures (162)rwt_SharebasedCompensationArrangementBySharebasedPaymentAwardCompensationCostForfeitures  
Equity compensation expense (2,738)us-gaap_AllocatedShareBasedCompensationExpense (2,330)us-gaap_AllocatedShareBasedCompensationExpense
Unrecognized Compensation Cost at End of Period 25,403us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized  
Incentive Plans | Restricted Stock    
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]    
Unrecognized compensation cost at beginning of period 1,091us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
/ us-gaap_AwardTypeAxis
= us-gaap_RestrictedStockMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Equity grants 2,636us-gaap_EmployeeServiceShareBasedCompensationAllocationOfRecognizedPeriodCostsCapitalizedAmount
/ us-gaap_AwardTypeAxis
= us-gaap_RestrictedStockMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Equity grant forfeitures (162)rwt_SharebasedCompensationArrangementBySharebasedPaymentAwardCompensationCostForfeitures
/ us-gaap_AwardTypeAxis
= us-gaap_RestrictedStockMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Equity compensation expense (250)us-gaap_AllocatedShareBasedCompensationExpense
/ us-gaap_AwardTypeAxis
= us-gaap_RestrictedStockMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Unrecognized Compensation Cost at End of Period 3,315us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
/ us-gaap_AwardTypeAxis
= us-gaap_RestrictedStockMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Incentive Plans | Deferred Stock Units    
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]    
Unrecognized compensation cost at beginning of period 12,304us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
/ us-gaap_AwardTypeAxis
= rwt_DeferredStockUnitsMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Equity grants 5,162us-gaap_EmployeeServiceShareBasedCompensationAllocationOfRecognizedPeriodCostsCapitalizedAmount
/ us-gaap_AwardTypeAxis
= rwt_DeferredStockUnitsMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Equity grant forfeitures 0rwt_SharebasedCompensationArrangementBySharebasedPaymentAwardCompensationCostForfeitures
/ us-gaap_AwardTypeAxis
= rwt_DeferredStockUnitsMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Equity compensation expense (1,575)us-gaap_AllocatedShareBasedCompensationExpense
/ us-gaap_AwardTypeAxis
= rwt_DeferredStockUnitsMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Unrecognized Compensation Cost at End of Period 15,891us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
/ us-gaap_AwardTypeAxis
= rwt_DeferredStockUnitsMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Incentive Plans | Performance Stock Units    
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]    
Unrecognized compensation cost at beginning of period 6,874us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
/ us-gaap_AwardTypeAxis
= us-gaap_PerformanceSharesMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Equity grants 0us-gaap_EmployeeServiceShareBasedCompensationAllocationOfRecognizedPeriodCostsCapitalizedAmount
/ us-gaap_AwardTypeAxis
= us-gaap_PerformanceSharesMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Equity compensation expense (854)us-gaap_AllocatedShareBasedCompensationExpense
/ us-gaap_AwardTypeAxis
= us-gaap_PerformanceSharesMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Unrecognized Compensation Cost at End of Period 6,020us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
/ us-gaap_AwardTypeAxis
= us-gaap_PerformanceSharesMember
/ us-gaap_PlanNameAxis
= rwt_IncentivePlansMember
 
Employee Stock Purchase Plan    
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]    
Equity grants 236us-gaap_EmployeeServiceShareBasedCompensationAllocationOfRecognizedPeriodCostsCapitalizedAmount
/ us-gaap_PlanNameAxis
= rwt_EmployeeStockPurchasePlanMember
 
Equity compensation expense (59)us-gaap_AllocatedShareBasedCompensationExpense
/ us-gaap_PlanNameAxis
= rwt_EmployeeStockPurchasePlanMember
 
Unrecognized Compensation Cost at End of Period $ 177us-gaap_EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
/ us-gaap_PlanNameAxis
= rwt_EmployeeStockPurchasePlanMember