SWIRE Image Atlas -- DR3 -- 20051121 Summary The following completes the data release of all Spitzer data from all observations from the SWIRE program. Three of the six SWIRE fields are included in this data release: 1) New images for the Lockman Hole, which include data formerly embargoed in the previous data release (DR2). As of this release, all of the data are contiguous. Users should now use these images instead of those previously released. New optical images are also included. 2) Spitzer IRAC and MIPS images for the Chandra Deep Field South (CDFS) and ELAIS South (ELAIS-S1) regions. These data are new and have not been released before. For the other three fields (ELAIS-N1, ELAIS-N2, and XMM-LSS) users should continue to use the images from Data Release 2. Catalog data products are also available for the three fields given above. In addition to the standard IRAC-MIPS24 (and optical, for Lockman) bandmerged catalogs, we additionally include separate source lists for the three MIPS detectors, which do not have the IRAC-detection criterion found in the bandmerged catalog.