Papers and Benchmarks about semantic segmentation, instance segmentation, panoptic segmentation and video segmentation
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Jan 8, 2020 - Python
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pascal-voc2012
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Tools for converting Label Studio annotations into common dataset formats
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Aug 19, 2024 - Python
This is an ongoing re-implementation of DeepLab_v3_plus on pytorch which is trained on VOC2012 and use ResNet101 for backbone.
pytorch semantic-segmentation encoder-decoder deeplab xception deeplab-v3-plus pascal-voc2012 dilated-convolution
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Nov 23, 2018 - Python
[SAIN'18] [Caffe] A dilated version of FCN with Stride 2 for Efficient Semantic Segmentation
python caffe deep-learning fcn convolutional-neural-networks semantic-segmentation pascal-voc fully-convolutional-networks nyu-depth-v2 nyu-depth pascal-voc2012 dilated-convolution pascal-context nyu-depth-dataset dilation-convolution sbd-dataset
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Oct 12, 2020 - Python
A pytorch implementation of Flattenet.
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Aug 19, 2021 - Python
Implementation of R2U-Net and a custom model using the main module from HANet + R2U-Net for image segmentation of urban scenes on the Cityscapes dataset
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Sep 4, 2024 - Jupyter Notebook
Semantic segmentation on PASCAL VOC 2012 using DeepLabV3+ ResNet50. Achieves 68.65% mIoU with real-time video inference on Apple M1.
python machine-learning computer-vision deep-learning pytorch resnet image-segmentation semantic-segmentation pascal-voc resnet-50 deeplabv3 deeplabv3plus pascal-voc2012
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Apr 17, 2026 - Python
A comparative study of Faster R-CNN and YOLOv5 on Pascal VOC 2012, analyzing mAP, speed, and detection quality to understand the trade-offs between accuracy and real-time performance in object detection models.
comparison faster-rcnn object-detection model-evaluation model-training mean-average-precision bounding-box pascal-voc2012 detection-accuracy yolov5 inference-time
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Apr 10, 2026 - Jupyter Notebook
Topic: Investigating YOLO Algorithm's Generalization Across High-Low Light Conditions Using Image Transformation
image-augmentation neural-style-transfer iou-calculation pascal-voc2012 image-transformation yolov8 bounding-box-prediction
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Mar 31, 2025 - Jupyter Notebook
YAD2K: Yet Another Darknet 2 Keras
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Apr 23, 2019 - Python
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