The source image is a 4 band image. The metadata page https://www.sciencebase.gov/catalog/item/51355312e4b0e1603e4fed62 does not explain what bands are included but there seems to be red, green blue, and near infrared band. Gdalinfo reports them this way:
COLORSPACE=MULTIBAND
COMPRESSION_RATE_TARGET=9
Corner Coordinates:
Upper Left (-10985845.247, 4491509.546) ( 98d41'15.10"W, 37d22'30.07"N)
Lower Left (-10985845.247, 4482752.546) ( 98d41'15.10"W, 37d18'44.93"N)
Upper Right (-10978881.247, 4491509.546) ( 98d37'29.89"W, 37d22'30.07"N)
Lower Right (-10978881.247, 4482752.546) ( 98d37'29.89"W, 37d18'44.93"N)
Center (-10982363.247, 4487131.046) ( 98d39'22.49"W, 37d20'37.53"N)
Band 1 Block=256x256 Type=Byte, ColorInterp=Undefined
Description = Band #1
Overviews: 3482x4378, 1741x2189, 870x1094, 435x547, 217x273
Band 2 Block=256x256 Type=Byte, ColorInterp=Undefined
Description = Band #2
Overviews: 3482x4378, 1741x2189, 870x1094, 435x547, 217x273
Band 3 Block=256x256 Type=Byte, ColorInterp=Undefined
Description = Band #3
Overviews: 3482x4378, 1741x2189, 870x1094, 435x547, 217x273
Band 4 Block=256x256 Type=Byte, ColorInterp=Undefined
Description = Band #4
Overviews: 3482x4378, 1741x2189, 870x1094, 435x547, 217x273
Converting image into GeoTIFF with gdalwarp does not make troubles with deflate compression
gdalwarp -of GTiff -co tiled=yes -co compress=deflate m_3709843_ne_14_1_20150628_20150922.jp2 m_deflate.tif -t_srs epsg:4326
Creating output file that is 7913P x 7910L.
Processing m_3709843_ne_14_1_20150628_20150922.jp2 [1/1] : 0...10...20...30...40...50...60...70...80...90...100 - done.
Due to the fourth band JPEG compression gives a warning
Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
and the result image has a bit different band definitions
Band 1 Block=256x256 Type=Byte, ColorInterp=Gray
Description = Band #1
Band 2 Block=256x256 Type=Byte, ColorInterp=Undefined
Description = Band #2
Band 3 Block=256x256 Type=Byte, ColorInterp=Undefined
Description = Band #3
Band 4 Block=256x256 Type=Byte, ColorInterp=Undefined
Description = Band #4
QGIS opens the converted 4-band GeoTIFFs so that it shows bands 1, 2, and 3 as RGB. User can select bands 4,3, and 2 to show a false colour version.
I suppose that for some reason in your workflow gdalwarp in changing the meaning of the fourth band of the TIFF that GeoJasper wrote into alpha. If this is the case you can open the image properties with QGIS and set the transparency band into "None" and the image should look good.
There are a few alternatives for a proper fix. You can for example convert just bands 1, 2, and 3 if you do not need NIR band. Or you can edit the image metadata and fix the interpretation that 4th band means alpha with gdal_edit.
gdalinfo --formats
. What sort of images you have? Check that also with gdalinfo. Alpha band may play some role. And one small sample file would be really useful.JP2
in their short name, likeJP2OpenJPEG -raster,vector- (rwv): JPEG-2000 driver based on OpenJPEG library
. You can't upload such image into gis.stackexchange and I may feel too lazy to study how to download USGS NAIP images. I would prefer to have a direct link to a sample.