The invention relates to a double-stage self-sealing 
thermal recovery packer which is a down-hole tool for heavy oil 
thermal recovery and comprises an 
upper joint, an upper sheath, an upper sealing sleeve, an upper central tube, expansion 
solid, a lower sheath, an inner cone, a lower sealing sleeve, a combined slider, an upper 
piston, a lower 
piston, a cylinder and a lower central tube. The 
upper joint, the upper central tube, the inner cone and the lower central tube are sequentially connected with one another in a threaded manner from top to bottom, the upper sheath is connected onto the 
upper joint, the upper sealing sleeve is arranged in the upper sheath, the corresponding expansion 
solid is filled in the upper sealing sleeve, the lower sheath is respectively connected with the upper sealing sleeve and the lower sealing sleeve in an interference manner, the lower sheath and the lower sealing sleeve are sleeved on the inner cone, the cylinder is connected with the lower central tube in a threaded manner, the combined slider, the upper 
piston and the lower piston are sequentially arranged inside the cylinder from top to bottom, and the corresponding expansion 
solid is arranged between the upper piston and the lower piston. The double-stage self-sealing 
thermal recovery packer is of a double-stage sealing structure, accordingly, thermodynamic automatic setting and hydraulic-assisted setting effects can be realized, and the double-stage self-sealing thermal 
recovery packer has the advantages of short 
setting time, durability in setting, good sealing performance, smooth unsetting and the like.