The proceedings contain 377 papers. The topics discussed include: curvature and singularity driven diffusion for oriented pattern enhancement with singular points;dual distributions of multilinear geometric entities;c...
ISBN:
(纸本)9781424439935
The proceedings contain 377 papers. The topics discussed include: curvature and singularity driven diffusion for oriented pattern enhancement with singular points;dual distributions of multilinear geometric entities;classification of tensors and fiber tracts using mercer-kernels encoding soft probabilistic spatial and diffusion information;visual tracking via geometric particle filtering on the affine group with optimal importance functions;Markov chain Monte Carlo combined with deterministic methods for Markov random field optimization;a family of contextual measures of similarity between distributions with application to image retrieval;shape of Gaussians as feature descriptors;mutual information-based stereo matching combined with SIFT descriptor in log-chromaticity color space;nonparametric discriminant HMM and application to facial expression recognition;dimension-free affine shape matching through subspace invariance;histogram-based interest point detectors;and dense saliency-based spatiotemporal feature points for action recognition.
The proceedings contain 1294 papers. The topics discussed include: finding task-relevant features for few-shot learning by category traversal;edge-labeling graph neural network for few-shot learning;generating classif...
ISBN:
(纸本)9781728132938
The proceedings contain 1294 papers. The topics discussed include: finding task-relevant features for few-shot learning by category traversal;edge-labeling graph neural network for few-shot learning;generating classification weights with GNN denoising autoencoders for few-shot learning;kervolutional neural networks;why ReLU networks yield high-confidence predictions far away from the training data and how to mitigate the problem;on the structural sensitivity of deep convolutional networks to the directions of fourier basis functions;hardness-aware deep metric learning;auto-deeplab: hierarchical neural architecture search for semantic image segmentation;striking the right balance with uncertainty;and SDRSAC: semidefinite-based randomized approach for robust point cloud registration without correspondences.
The proceedings contain 231 papers. The topics discussed include: stability effects of finite difference methods on a mathematical tumor growth model;learning high-dimensional image statistics for abnormality detectio...
ISBN:
(纸本)9781424470297
The proceedings contain 231 papers. The topics discussed include: stability effects of finite difference methods on a mathematical tumor growth model;learning high-dimensional image statistics for abnormality detection on medical images;predicting the histology of colorectal lesions in a probabilistic framework;dense photometric stereo reconstruction on many core GPUs;automatic change detection in an indoor environment;image quality assessment using a rotated Gaussian discrimination function;people trajectory mining with statistical patternrecognition;action recognition by employing combined directional motion history and energy images;immersive and perceptual human-computer interaction using computervision techniques;a socio-technical approach for event detection in security critical infrastructure;dense spatio-temporal motion segmentation for tracking multiple self-occluding people;and real-time classification of pedestrians and cyclists for intelligent counting of non-motorized traffic.
The proceedings contain 143 papers. The topics discussed include: single-view obstacle detection for smart back-up camera systems;high-speed line-scan camera with multi-line CMOS color sensor;stereo vision embedded sy...
ISBN:
(纸本)9781467316118
The proceedings contain 143 papers. The topics discussed include: single-view obstacle detection for smart back-up camera systems;high-speed line-scan camera with multi-line CMOS color sensor;stereo vision embedded system for augmented reality;feature detection and matching on an SIMD/MIMD hybrid embedded processor;head-tracking virtual 3-D display for mobile devices;spatiotemporal multiple persons tracking using dynamic vision sensor;real-time body motion analysis for dance patternrecognition;embedded smart sensor for outdoor parking lot lighting control;embedded fall detection with a neural network and bio-inspired stereo vision;a GPU accelerated fast directional chamfer matching algorithm and a detailed comparison with a highly optimized CPU implementation;event-driven embodied system for feature extraction and object recognition in robotic applications;and a CPU-GPU hybrid people counting system for real-world airport scenarios using arbitrary oblique view cameras.
The proceedings contain 126 papers. The topics discussed include: hallucinating the full face from the periocular region via dimensionally weighted K-SVD;globality-locality preserving projections for biometric data di...
ISBN:
(纸本)9781479943098
The proceedings contain 126 papers. The topics discussed include: hallucinating the full face from the periocular region via dimensionally weighted K-SVD;globality-locality preserving projections for biometric data dimensionality reduction;robust low-rank regularized regression for face recognition with occlusion;natural vs artificial face classification using uniform local directional patterns and wavelet uniform local directional patterns;effect of pupil dilation and constriction on the distribution of bit errors within the iris;reliable posterior probability estimation for streaming face recognition;learning minutiae neighborhoods: a new binary representation for matching fingerprints;performance improvement of phase-based correspondence matching for palmprint recognition;estimating gaze direction of vehicle drivers using a smartphone camera;and vision on wheels: looking at driver, vehicle, and surround for on-road maneuver analysis.
The proceedings contain 2356 papers. The topics discussed include: exploring discontinuity for video frame interpolation;two-view geometry scoring without correspondences;language-guided audio-visual source separation...
ISBN:
(纸本)9798350301298
The proceedings contain 2356 papers. The topics discussed include: exploring discontinuity for video frame interpolation;two-view geometry scoring without correspondences;language-guided audio-visual source separation via trimodal consistency;handwritten text generation from visual archetypes;Bayesian posterior approximation with stochastic ensembles;ERM-KTP: knowledge-level machine unlearning via knowledge transfer;PlenVDB: memory efficient VDB-based radiance fields for fast training and rendering;learning and aggregating lane graphs for urban automated driving;teaching matters: investigating the role of supervision in vision transformers;NeuralField-LDM: scene generation with hierarchical latent diffusion models;cut and learn for unsupervised object detection and instance segmentation;probabilistic debiasing of scene graphs;and unifying layout generation with a decoupled diffusion model.
We propose Spatially-Aware open-set Network Dissection (SAND), a technique to identify and label the learned representation of the neurons of deep vision networks. Con-trary to earlier open-vocabulary neuron explanati...
详细信息
ISBN:
(数字)9798331510831
ISBN:
(纸本)9798331510848
We propose Spatially-Aware open-set Network Dissection (SAND), a technique to identify and label the learned representation of the neurons of deep vision networks. Con-trary to earlier open-vocabulary neuron explanation meth-ods, we also leverage a neuron's spatial pattern of activation to guide our predictions towards more accurate and rel-evant concepts, while avoiding being misled by confounding visual information. We highlight important regions for a neuron through image masking, which has the advantage of being able to block out irrelevant concepts from an im-age, handling irregularly shaped activation regions, and re-vealing the visual concepts that a neuron learns in order to identify objects. We use CLIP to connect highly activating image regions with descriptive concepts, and measure the quality of our results through human evaluation. Further, since such manual evaluation can be highly time consuming, costly, and unscalable, we also propose an automated approach which uses image generation to get quantitative feedback on the generated concepts. Finally, as an application of our interpretability method, we demonstrate how it can be tuned to the medical domain. Our code is available at https://***/Trustworthy-ML-LabISAND
The proceedings contain 162 papers. The topics discussed include: model-based validation approaches and matching techniques for automotive vision based pedestrian detection;3D face recognition using mapped depth image...
ISBN:
(纸本)0769526608
The proceedings contain 162 papers. The topics discussed include: model-based validation approaches and matching techniques for automotive vision based pedestrian detection;3D face recognition using mapped depth images;a combinational approach to the fusion, de-noising and enhancement of dual-energy x-ray luggage images;multiperspective thermal IR and video arrays for 3D body tracking and driver activity analysis;tracking humans using multi-modal fusion;improved likelihood function in particle-based IR eye tracking;spaceborne traffic monitoring with dual channel synthetic aperture radar – theory and experiments;comparative image fusion analysis;performance evaluation of face recognition using visual and thermal imagery with advanced correlation filters;and integrating LDV audio and ir video for remote multimodal surveillance.
The proceedings contain 126 papers. The topics discussed include: hallucinating the full face from the periocular region via dimensionally weighted K-SVD; improving 3D face details based on normal map of hetero-source...
The proceedings contain 126 papers. The topics discussed include: hallucinating the full face from the periocular region via dimensionally weighted K-SVD; improving 3D face details based on normal map of hetero-source images; globality-locality preserving projections for biometric data dimensionality reduction; robust low-rank regularized regression for face recognition with occlusion; natural vs artificial face classification using uniform local directional patterns and wavelet uniform local directional patterns; landmark based facial component reconstruction for recognition across pose; effect of pupil dilation and constriction on the distribution of bit errors; reliable posterior probability estimation for streaming face recognition; learning minutiae neighborhoods: a new binary representation for matching fingerprints; performance improvement of phase-based correspondence matching for palmprint recognition; and a robust approach for singular point extraction based on complex polynomial model.
The proceedings contain 156 papers. The topics discussed include: real-time mobile food recognition system;style finder: fine-grained clothing style detection and retrieval;stereo camera tracking for mobile devices;to...
ISBN:
(纸本)9780769549903
The proceedings contain 156 papers. The topics discussed include: real-time mobile food recognition system;style finder: fine-grained clothing style detection and retrieval;stereo camera tracking for mobile devices;towards auto-calibration of smart phones using orientation sensors;detection of moving objects with non-stationary cameras in 5.8ms: bringing motion detection to your mobile device;mobile video capture of multi-page documents;collision detection for visually impaired from a body-mounted camera;video demo: an egocentric vision based assistive co-robot;mobile exergames - burn calories while playing games on a smartphone;a mobile vision system for fast and accurate ellipse detection;stabilization of magnified videos on a mobile device for visually impaired;and an augmented linear discriminant analysis approach for identifying identical twins with the aid of facial asymmetry features.
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