Samtool Supported Models Info

The core of variant calling in SAMtools is the mpileup model. Given a reference genome and aligned reads, it computes:

Mathematically, the likelihood of a genotype $G$ given read data $D$ is approximated as: $$P(D|G) \propto \prod_reads P(read|G, \textbase qual, \textmap qual)$$

SAMtools implements this using a simple, fast forward-backward algorithm, unlike the pair-HMM used in GATK.

The question "What models does Samtool support?" can now be answered confidently: most major deep learning architectures from computer vision, NLP, audio, and generative AI, provided they can be expressed in ONNX, TFLite, or TorchScript. With explicit support for CNNs (ResNet, MobileNet, YOLO), Transformers (BERT, GPT, LLaMA), diffusion models (Stable Diffusion), and speech models (Whisper), Samtool covers over 95% of production use cases.

The true value of Samtool lies not just in the model list, but in the hardware portability it delivers. A single command can take a PyTorch ResNet-50 and deploy it to an NVIDIA GPU, a Qualcomm NPU in a smartphone, or an ARM Cortex-M microcontroller—all without rewriting a single line of application code.

As AI models continue to multiply in variety and complexity, tools like Samtool that enforce a clear contract between models and hardware become indispensable. Whether you are a researcher looking to benchmark on new accelerators, an engineer deploying at the edge, or a cloud architect optimizing inference cost, the supported model list for Samtool should be your first reference.

For the latest updates on model support, always check the official Samtool documentation with:

samtool list-supported-models --full

And to propose a new model for inclusion, submit a request via the model zoo GitHub repository. The ecosystem lives through community contributions.

Further Reading

Article last updated: June 2025 – reflecting Samtool v2.4.1 and preliminary v2.5 roadmap. samtool supported models

SAMTool supports the following segmentation model backbones and pretrained variants:

Mask2Former / MaskFormer-style models

Detectron2 / Detectron-style instance segmentation backbones

U-Net variants

Mobile / Edge-efficient models

Notes:

Related search suggestions: samtool models list (0.9), samtool sam_vit_b download (0.8), samtool mobile_sam_tiny benchmark (0.6)

SamsTool (also known as SamsTool Online) by the z3x-team is a professional servicing software for Samsung mobile devices, supporting models across Exynos, Qualcomm, MTK, and Unisoc chipsets. Key Supported Models

The software is frequently updated to support the latest generation of Samsung smartphones and tablets, including specific US and international models: S-Series: Galaxy S20 series (e.g., Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. ), S21 series ( Go to product viewer dialog for this item. ), and the latest S24 series ( Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. A-Series: Entry to mid-range models like the Galaxy A01 Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. Go to product viewer dialog for this item. SM-A515U/A516U Go to product viewer dialog for this item. Note, Fold, & Flip: Galaxy Note 20 series ( Go to product viewer dialog for this item. Go to product viewer dialog for this item. ), Z Flip 6 ( Go to product viewer dialog for this item. , Z Flip 7 ( Go to product viewer dialog for this item. , and Z Fold 6/7 ( Go to product viewer dialog for this item. Go to product viewer dialog for this item. Tablets & Others: Galaxy Tab S7 ( Go to product viewer dialog for this item. , Tab S9 ( Go to product viewer dialog for this item. Galaxy XCover Pro Go to product viewer dialog for this item. Go to product viewer dialog for this item. Tab A7 Lite Go to product viewer dialog for this item. Core Feature: EUB Mode Support The core of variant calling in SAMtools is

One of the most significant features of SamsTool is its support for EUB (Exynos USB Booting) Mode for Samsung devices.

Functionality: This feature allows the software to interact with the device at a low level, even if the primary operating system is corrupted or the device is locked. Capabilities in EUB Mode:

Reset FRP (Factory Reset Protection): Bypass Google account locks. Repair Boot: Fix bricked devices that fail to start.

Read/Write Backup: Securely back up and restore critical system data.

Change CSC: Modify the Country Specific Code to change region-based firmware settings. KG State Management: Adjust the Knox Guard status. SamsTool Online - z3x-team

When looking for SAMTool supported models, it is essential to distinguish between two completely different industries that use this term: Bioinformatics (genomic data) and Mobile Repair (smartphone servicing).

Depending on your field, "SAMTool supported models" refers to either specific biological sequence formats or a wide array of Android hardware. 1. Z3X SamsTool Online (Mobile Servicing)

In the mobile repair industry, SamsTool Online by the Z3X-Team is a professional software suite used for repairing, unlocking, and flashing Samsung devices. It supports a massive catalog of models across various chipsets including Exynos, Qualcomm, MediaTek (MTK), Unisoc, and Spreadtrum. Core Supported Chipsets (EUB Mode)

The tool is particularly known for its deep integration with Exynos processors, supporting them in EUB mode (Emergency USB Boot) for tasks like FRP resets and boot repairs: Exynos 850 (Exynos 3830) Exynos 990 (Exynos 9830) Exynos 1280 (Exynos 881) Exynos 1330 (Exynos 8535) Exynos 1380 (Exynos 8835) Exynos 2100 (Exynos 9840) Supported Model Series Mathematically, the likelihood of a genotype $G$ given

The software is updated frequently to include the latest security patches (up to Android 15/16) and new hardware.

Galaxy S Series: S20, S21, S22, S23, S24 (various variants including FE and Ultra models).

Galaxy A Series: Mid-range and budget models like the A03s, A04, A05, A06, A13, A14, A22, A32, A52, and the newer A55 5G.

Galaxy Z Fold & Flip: High-end foldables including the Z Fold3, Fold4, Fold5, and Z Flip5.

Galaxy Tab & M/F Series: Tablets like the Tab S6 Lite, Tab A9+, and budget-focused M/F series (M05, F05, M15, M55). 2. SAMtools (Bioinformatics & Genomics)

In the scientific community, SAMtools is a foundational suite of programs for interacting with high-throughput sequencing data. In this context, "supported models" refers to the file formats and genomic data structures it can manipulate.

If you are inspecting a region with complex structural variation:

# tview is the text-based viewer
samtools tview -p chr1:1000000 sorted.bam reference.fa

For developers working outside of standard Python environments, SAMtool supports several specialized exports:

Where SAMtool truly shines is its support for compressed models. The base SAM-H requires ~2.6GB of VRAM, which is prohibitive for many users. SAMtool natively supports:

Not all "supported" models unlock the full toolkit. Here is the breakdown of capability levels: