{"id":24493033,"url":"https://github.com/fastmachinelearning/qonnx_model_zoo","last_synced_at":"2026-01-02T14:07:22.059Z","repository":{"id":40494580,"uuid":"406851502","full_name":"fastmachinelearning/qonnx_model_zoo","owner":"fastmachinelearning","description":"Model zoo for the Quantized ONNX (QONNX) model 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QONNX Model Zoo\n\nThis repo contains a variety of different, representative example models in the [Quantized ONNX](https://github.com/fastmachinelearning/qonnx) model format. \n\n## Model Zoo Overview\n\n| Model Name / Link | Dataset    | Accuracy / Top-1 | NN Topology     | Dominant Quantization              | More Details |\n|-------------------|-----------|------------------|-----------------|------------------------------------|--------------|\n| [KWS MLP w3a3](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/GSCV2) | GSCV2      | 87.89%         | MLP        | int3 weights / int3 activations         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/GSCV2/README.md) |\n| [LFC_1W1A](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/MNIST/Brevitas_FINN_LFC) | MNIST      | 98.88%         | MLP | bipolar weights / bipolar activations         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/MNIST/Brevitas_FINN_LFC/README.md) |\n| [CNV_1W1A](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/CIFAR10/Brevitas_FINN_CNV) | CIFAR-10      | 84.22%         | VGG10-like | bipolar weights / bipolar activations         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/CIFAR10/Brevitas_FINN_CNV) |\n| [CNV_1W1A](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/GTSRB/Brevitas_CNV1W1A) | GTSRB      | 96.93%         | VGG10-like | bipolar weights / bipolar activations         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/GTSRB/Brevitas_CNV1W1A/README.md) |\n| [mobilenet_4W4A](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/ImageNet/Brevitas_FINN_mobilenet) | ImageNet   | 71.14%         | MobileNet-v1         | int4 weights / int4 activations         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/ImageNet/Brevitas_FINN_mobilenet/README.md) |\n| [unsw_nb15_mlp_w2a2](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/UNSW_NB15) | UNSW-NB15  | 91.90%         | MLP         | int2 weights / int2 activations         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/UNSW_NB15/README.md) |\n| [quant_resnet18_w4a4_a2q_16b](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/CIFAR10/a2q/README.md) | CIFAR10    | 94.2%          | ResNet-18           | int4 weights / uint4 activations (int16 accumulators) | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/CIFAR10/a2q/README.md) |\n| [ResNet-8](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/CIFAR100) | CIFAR100   | 70.12%         | ResNet-8            | int3 weights / int3 activations         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/CIFAR100/README.md) |\n| [qkeras_jettagging](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/JetTagging) | LHC jets   | 76.2%          | MLP | 6b weights / 6b activations         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/JetTagging/README.md) |\n| [ResNet18 8w8a_e4m3](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models/CIFAR10/Brevitas_resnet18_float) | CIFAR10    | 93.09%         | ResNet-18           | FP8 E4M3         | [README](https://github.com/fastmachinelearning/qonnx_model_zoo/blob/main/models/CIFAR10/Brevitas_resnet18_float/README.md) |\n\n\n\u003e **Note:** This table is incomplete. For a full list of models, see the [models directory](https://github.com/fastmachinelearning/qonnx_model_zoo/tree/main/models) on GitHub.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffastmachinelearning%2Fqonnx_model_zoo","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffastmachinelearning%2Fqonnx_model_zoo","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffastmachinelearning%2Fqonnx_model_zoo/lists"}