On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,982 papers · 148 categories

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7 results for “Faster-RCNN”

Deep Localization of Mixed Image Tampering Techniquescs.CV

Adapting deep learning for object detection to detect mixed image tampering.

problem Detecting mixed image tampering without prior knowledge of the method.

method Adapting deep learning for object detection to learn from a large database of various image types, using a Multi-stream Faster RCNN network with fused features from ELA and BAG error maps.

result Improved accuracy in detecting mixed image tampering.

image tampering deep learning object detection fusion Faster RCNN

2019-04-07abs ↗pdf ↗

Beyond Classification: Knowledge Distillation using Multi-Object Impressionscs.CV

Zero-shot KD for object detection without training data.

problem Challenges in using training data for knowledge distillation.

method Synthesizes pseudo-targets and samples using pretrained network.

result Achieves respectable mAP on object detection benchmarks.

Knowledge Distillation Zero-shot Learning Object Detection Synthetic Data Faster RCNN

2021-10-27abs ↗pdf ↗

Incremental Deep Learning for Robust Object Detection in Unknown Cluttered Environmentscs.CV

Object detection in streaming images is a major step in different detection-based applications, such as object tracking, action recognition, robot navigation, and visual surveillance applications. In mostcases, image quality is noisy and biased, and as a result, the data distributions are disturbed and imbalanced. Most…

2018-10-13abs ↗pdf ↗

Person Identification with Visual Summary for a Safe Access to a Smart Homecs.CV

SafeAccess identifies people in smart homes for safer access.

problem Enhancing safety and independence for people with disabilities.

method Change detection, Faster-RCNN, LBP/FaceNet, MTCNN, MMS.

result Average F-score of 0.97 for identifying friends/families/caregivers versus intruders/unknown.

SafeAccess smart home person identification disability Faster-RCNN

2019-04-02abs ↗pdf ↗

Deep Feature Fusion for Mitosis Countingcs.CV

Deep feature fusion improves mitosis counting accuracy.

problem Manual mitosis counting by pathologists is time-consuming and inconsistent.

method Combines Faster R-CNN for object detection with UNet segmentation features and RGB image features.

result Achieved an F-score of 0.508 on mitosis counting challenge dataset, outperforming state-of-the-art methods.

mitosis counting deep learning Faster R-CNN UNet F-score

2020-02-01abs ↗pdf ↗

Energy-Based Models for Deep Probabilistic Regressioncs.LG

Proposes a new method for probabilistic regression in computer vision.

problem Lack of natural probabilistic meaning in confidence-based regression.

method Energy-based model of conditional target density using deep neural network.

result 2.2% AP improvement over Faster-RCNN for object detection on COCO dataset.

computer vision regression probabilistic modeling energy-based models Monte Carlo sampling

2019-09-26abs ↗pdf ↗

Learning Transferable Architectures for Scalable Image Recognitioncs.CV

Developing neural network image classification models often requires significant architecture engineering. In this paper, we study a method to learn the model architectures directly on the dataset of interest. As this approach is expensive when the dataset is large, we propose to search for an architectural building bl…

2017-07-21abs ↗pdf ↗