
doi: 10.5281/zenodo.13381838 , 10.5281/zenodo.10581983 , 10.5281/zenodo.12117176 , 10.5281/zenodo.13820913 , 10.5281/zenodo.11256883 , 10.5281/zenodo.11170947 , 10.5281/zenodo.8303339 , 10.5281/zenodo.13294765 , 10.5281/zenodo.8165780 , 10.5281/zenodo.15571886 , 10.5281/zenodo.14630101 , 10.5281/zenodo.17229350 , 10.5281/zenodo.14890139 , 10.5281/zenodo.12631730 , 10.5281/zenodo.7738996 , 10.5281/zenodo.18005696 , 10.5281/zenodo.17918485 , 10.5281/zenodo.12803548 , 10.5281/zenodo.7601630 , 10.5281/zenodo.17274358 , 10.5281/zenodo.15107527 , 10.5281/zenodo.10651760 , 10.5281/zenodo.15486288 , 10.5281/zenodo.7186484 , 10.5281/zenodo.6975308 , 10.5281/zenodo.6987377 , 10.5281/zenodo.8115278 , 10.5281/zenodo.17166748 , 10.5281/zenodo.15022545 , 10.5281/zenodo.10326929 , 10.5281/zenodo.15501538 , 10.5281/zenodo.7559712 , 10.5281/zenodo.15380991 , 10.5281/zenodo.7823954 , 10.5281/zenodo.8133352 , 10.5281/zenodo.17373292 , 10.5281/zenodo.15522340 , 10.5281/zenodo.7606959 , 10.5281/zenodo.10989826 , 10.5281/zenodo.13623599 , 10.5281/zenodo.8381993 , 10.5281/zenodo.7683475 , 10.5281/zenodo.15645336 , 10.5281/zenodo.16970290 , 10.5281/zenodo.6795861 , 10.5281/zenodo.11063382 , 10.5281/zenodo.6941577 , 10.5281/zenodo.13372111 , 10.5281/zenodo.8242371 , 10.5281/zenodo.17089087 , 10.5281/zenodo.12791071 , 10.5281/zenodo.8357648 , 10.5281/zenodo.8285083 , 10.5281/zenodo.6947398 , 10.5281/zenodo.18250239 , 10.5281/zenodo.11111725 , 10.5281/zenodo.14431612 , 10.5281/zenodo.6795860 , 10.5281/zenodo.18409490
doi: 10.5281/zenodo.13381838 , 10.5281/zenodo.10581983 , 10.5281/zenodo.12117176 , 10.5281/zenodo.13820913 , 10.5281/zenodo.11256883 , 10.5281/zenodo.11170947 , 10.5281/zenodo.8303339 , 10.5281/zenodo.13294765 , 10.5281/zenodo.8165780 , 10.5281/zenodo.15571886 , 10.5281/zenodo.14630101 , 10.5281/zenodo.17229350 , 10.5281/zenodo.14890139 , 10.5281/zenodo.12631730 , 10.5281/zenodo.7738996 , 10.5281/zenodo.18005696 , 10.5281/zenodo.17918485 , 10.5281/zenodo.12803548 , 10.5281/zenodo.7601630 , 10.5281/zenodo.17274358 , 10.5281/zenodo.15107527 , 10.5281/zenodo.10651760 , 10.5281/zenodo.15486288 , 10.5281/zenodo.7186484 , 10.5281/zenodo.6975308 , 10.5281/zenodo.6987377 , 10.5281/zenodo.8115278 , 10.5281/zenodo.17166748 , 10.5281/zenodo.15022545 , 10.5281/zenodo.10326929 , 10.5281/zenodo.15501538 , 10.5281/zenodo.7559712 , 10.5281/zenodo.15380991 , 10.5281/zenodo.7823954 , 10.5281/zenodo.8133352 , 10.5281/zenodo.17373292 , 10.5281/zenodo.15522340 , 10.5281/zenodo.7606959 , 10.5281/zenodo.10989826 , 10.5281/zenodo.13623599 , 10.5281/zenodo.8381993 , 10.5281/zenodo.7683475 , 10.5281/zenodo.15645336 , 10.5281/zenodo.16970290 , 10.5281/zenodo.6795861 , 10.5281/zenodo.11063382 , 10.5281/zenodo.6941577 , 10.5281/zenodo.13372111 , 10.5281/zenodo.8242371 , 10.5281/zenodo.17089087 , 10.5281/zenodo.12791071 , 10.5281/zenodo.8357648 , 10.5281/zenodo.8285083 , 10.5281/zenodo.6947398 , 10.5281/zenodo.18250239 , 10.5281/zenodo.11111725 , 10.5281/zenodo.14431612 , 10.5281/zenodo.6795860 , 10.5281/zenodo.18409490
Read and write TIFF files Tifffile is a Python library to store NumPy arrays in TIFF (Tagged Image File Format) files, and read image and metadata from TIFF-like files used in bioimaging. Image and metadata can be read from TIFF, BigTIFF, OME-TIFF, GeoTIFF, Adobe DNG, ZIF (Zoomable Image File Format), MetaMorph STK, Zeiss LSM, ImageJ hyperstack, Micro-Manager MMStack and NDTiff, SGI, NIHImage, Olympus FluoView and SIS, ScanImage, Molecular Dynamics GEL, Aperio SVS, Leica SCN, Roche BIF, PerkinElmer QPTIFF (QPI, PKI), Hamamatsu NDPI, Argos AVS, and Philips DP formatted files. Image data can be read as NumPy arrays or Zarr arrays/groups from strips, tiles, pages (IFDs), SubIFDs, higher order series, and pyramidal levels. Image data can be written to TIFF, BigTIFF, OME-TIFF, and ImageJ hyperstack compatible files in multi-page, volumetric, pyramidal, memory-mappable, tiled, predicted, or compressed form. Many compression and predictor schemes are supported via the imagecodecs library, including LZW, PackBits, Deflate, PIXTIFF, LZMA, LERC, Zstd, JPEG (8 and 12-bit, lossless), JPEG 2000, JPEG XR, JPEG XL, WebP, PNG, EER, Jetraw, 24-bit floating-point, and horizontal differencing. Tifffile can also be used to inspect TIFF structures, read image data from multi-dimensional file sequences, write fsspec ReferenceFileSystem for TIFF files and image file sequences, patch TIFF tag values, and parse many proprietary metadata formats.
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 17 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Top 10% | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Top 10% |
