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Segment Reporting (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Segment Reporting Information [Line Items]      
Interest Income $ 362,302 $ 432,832 $ 695,907
Interest Expense 120,385 268,758 332,356
Net Interest Income 241,917 164,074 363,551
Provision for Credit Losses on Residential Whole Loans 44,863    
Provision for Credit Losses on Other Assets 0    
Net Interest Income after Provision for Credit and Valuation Losses 286,780 141,693 360,982
Net mark-to-market and other net loss on residential whole loans measured at fair value 16,736 20,765 44,149
Net gain on derivatives used for risk management purposes 1,426    
Net mark-to-market on Securitized debt measured at fair value 15,027    
Net gain/(loss) on real estate owned 22,838 5,391 (5,878)
Gain on investment in lima one common equity 38,933 0 0
Impairment and other gains and losses on securities available-for-sale and other assets 33,956 (425,082) (180)
Lima One - origination, servicing and other fee income 22,600 0 0
Other (loss)/income, net 13,587    
Other Income/(Loss), net 165,103 (679,569) 111,676
General and administrative expenses (including compensation) 85,546    
Loan servicing, financing and other related costs 30,867 40,372 41,893
Amortization of intangible assets 6,600 0 0
Net Income/(Loss) 328,870 (679,390) 378,117
Less Preferred Stock Dividend Requirement 32,875 29,796 15,000
Net Income/(Loss) Available to Common Stock and Participating Securities 295,995 (709,186) $ 363,117
Total Assets 9,139,688 $ 6,932,300  
Mortgage-Related Assets      
Segment Reporting Information [Line Items]      
Interest Income 347,863    
Interest Expense 99,905    
Net Interest Income 247,958    
Provision for Credit Losses on Residential Whole Loans 44,981    
Provision for Credit Losses on Other Assets 0    
Net Interest Income after Provision for Credit and Valuation Losses 292,939    
Net mark-to-market and other net loss on residential whole loans measured at fair value (2,047)    
Net gain on derivatives used for risk management purposes 1,457    
Net mark-to-market on Securitized debt measured at fair value 14,594    
Net gain/(loss) on real estate owned 22,760    
Gain on investment in lima one common equity 0    
Impairment and other gains and losses on securities available-for-sale and other assets 0    
Lima One - origination, servicing and other fee income 0    
Other (loss)/income, net 1,694    
Other Income/(Loss), net 38,458    
General and administrative expenses (including compensation) 0    
Loan servicing, financing and other related costs 25,250    
Amortization of intangible assets 0    
Net Income/(Loss) 306,147    
Less Preferred Stock Dividend Requirement 0    
Net Income/(Loss) Available to Common Stock and Participating Securities 306,147    
Total Assets 7,567,084    
Lima One      
Segment Reporting Information [Line Items]      
Interest Income 14,249    
Interest Expense 4,691    
Net Interest Income 9,558    
Provision for Credit Losses on Residential Whole Loans (118)    
Provision for Credit Losses on Other Assets 0    
Net Interest Income after Provision for Credit and Valuation Losses 9,440    
Net mark-to-market and other net loss on residential whole loans measured at fair value 18,783    
Net gain on derivatives used for risk management purposes (31)    
Net mark-to-market on Securitized debt measured at fair value 433    
Net gain/(loss) on real estate owned 78    
Gain on investment in lima one common equity 0    
Impairment and other gains and losses on securities available-for-sale and other assets 0    
Lima One - origination, servicing and other fee income 22,600    
Other (loss)/income, net 307    
Other Income/(Loss), net 42,170    
General and administrative expenses (including compensation) 24,140    
Loan servicing, financing and other related costs 436    
Amortization of intangible assets 6,600    
Net Income/(Loss) 20,434    
Less Preferred Stock Dividend Requirement 0    
Net Income/(Loss) Available to Common Stock and Participating Securities 20,434    
Total Assets 1,200,737    
Corporate      
Segment Reporting Information [Line Items]      
Interest Income 190    
Interest Expense 15,789    
Net Interest Income (15,599)    
Provision for Credit Losses on Residential Whole Loans 0    
Provision for Credit Losses on Other Assets 0    
Net Interest Income after Provision for Credit and Valuation Losses (15,599)    
Net mark-to-market and other net loss on residential whole loans measured at fair value 0    
Net gain on derivatives used for risk management purposes 0    
Net mark-to-market on Securitized debt measured at fair value 0    
Net gain/(loss) on real estate owned 0    
Gain on investment in lima one common equity 38,933    
Impairment and other gains and losses on securities available-for-sale and other assets 33,956    
Lima One - origination, servicing and other fee income 0    
Other (loss)/income, net 11,586    
Other Income/(Loss), net 84,475    
General and administrative expenses (including compensation) 61,406    
Loan servicing, financing and other related costs 5,181    
Amortization of intangible assets 0    
Net Income/(Loss) 2,289    
Less Preferred Stock Dividend Requirement 32,875    
Net Income/(Loss) Available to Common Stock and Participating Securities (30,586)    
Total Assets $ 371,867