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Fair Value of Financial Instruments - Carrying Value and Estimated Fair Value of the Company's Financial Assets (Details) - USD ($)
$ in Thousands
Jun. 30, 2020
Dec. 31, 2019
Jun. 30, 2019
Financial Assets:      
Cash and cash equivalents $ 371,697 $ 118,763 $ 134,993
Investment securities available for sale 498,805 1,760,812  
Investment in unconsolidated entities, carrying value 214,289 189,965  
Preferred equity and mezzanine loan investments, carrying value 130,858 169,214  
Derivative assets 0 15,878  
Financial Liabilities      
Outstanding repurchase agreements 87,571 2,352,102  
Subordinated debentures, carrying value 45,000 45,000  
Convertible notes, carrying value 134,117 132,955  
Residential collateralized debt obligations      
Financial Liabilities      
Secured debt, carrying value 36,699 40,429  
Residential collateralized debt obligations, at fair value      
Financial Liabilities      
Secured debt, carrying value 1,088,233 1,052,829  
VIE, Primary Beneficiary | Consolidated SLST      
Financial Liabilities      
Secured debt, carrying value 1,088,233 1,052,829  
Level 1      
Financial Assets:      
Cash and cash equivalents 371,697 118,763  
Cash and cash equivalents, estimated fair value 371,697 118,763  
Level 2      
Financial Assets:      
Investment securities available for sale 960,808 2,006,140  
Derivative assets 0 15,878  
Financial Liabilities      
Secured debt, carrying value 108,999 0  
Secured debt, estimated fair value 111,169 0  
Convertible notes, carrying value 134,117 132,955  
Convertible notes, estimated fair value 125,862 140,865  
Level 2 | Portfolio Investments      
Financial Liabilities      
Outstanding repurchase agreements 963,127 3,105,416  
Level 3      
Financial Assets:      
Residential mortgage loans, at fair value 2,758,228    
Investment in unconsolidated entities, carrying value 214,289 189,965  
Investments in unconsolidated entities, estimated fair value 214,289 191,359  
Preferred equity and mezzanine loan investments, carrying value 180,850 180,045  
Preferred equity and mezzanine loan investments, estimated fair value 180,850 182,465  
Loans held for sale, net, carrying value 0 2,406  
Loans held for sale, net, estimated fair value 0 2,482  
Financial Liabilities      
Subordinated debentures, carrying value 45,000 45,000  
Subordinated debentures, estimated fair value 30,335 41,592  
Level 3 | Residential collateralized debt obligations      
Financial Liabilities      
Secured debt, carrying value 36,699 40,429  
Secured debt, estimated fair value 34,914 38,888  
Level 3 | Multi-family collateralized debt obligations, at fair value      
Financial Liabilities      
Secured debt, carrying value 0 16,724,451  
Secured debt, estimated fair value 0 16,724,451  
Level 3 | Residential collateralized debt obligations, at fair value      
Financial Liabilities      
Secured debt, carrying value 1,088,233 1,052,829  
Secured debt, estimated fair value 1,088,233 1,052,829  
Level 3 | Residential loans      
Financial Assets:      
Residential mortgage loans, at fair value 1,442,685 1,429,754  
Level 3 | Residential loans held in securitization trusts      
Financial Assets:      
Residential mortgage loans, at fair value 40,693 0  
Level 3 | Residential loans, net      
Financial Assets:      
Residential mortgage loans 0 202,756  
Residential mortgage loans, estimated fair value 0 208,471  
Level 3 | Multi-family loans held in securitization trusts, at fair value      
Financial Assets:      
Residential mortgage loans 0 17,816,746  
Residential mortgage loans, estimated fair value 0 17,816,746  
Level 3 | VIE, Primary Beneficiary | Residential collateralized debt obligations, at fair value      
Financial Liabilities      
Secured debt, carrying value 1,088,233    
Level 3 | VIE, Primary Beneficiary | Consolidated SLST      
Financial Assets:      
Residential mortgage loans, at fair value $ 1,274,850 $ 1,328,886