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James Davis

8 accepted papers

2025

GenIR: Generative Visual Feedback for Mental Image Retrieval

NeurIPS 2025poster

Vision-language models (VLMs) have shown strong performance on text-to-image retrieval benchmarks. However, bridging this success to real-world applications remains a challenge. In practice, human search behavior is rarely a one-shot action. Instead, it is often a multi-round process guided by clues…

Cited by 0SourceScholar
2025

Human and AI Perceptual Differences in Image Classification Errors

AAAI 2025technical

Artificial intelligence (AI) models for computer vision trained with supervised machine learning are assumed to solve classification tasks by imitating human behavior learned from training labels. Most efforts in recent vision research focus on measuring the model task performance using standardized…

Cited by 0SourcePDFScholar
2025

T2Bs: Text-to-Character Blendshapes via Video Generation

ICCV 2025poster

We present T2Bs, a framework for generating high-quality, animatable character head morphable models from text by combining static text-to-3D generation with video diffusion. Text-to-3D models produce detailed static geometry but lack motion synthesis, while video diffusion models generate motion wi…

Cited by 0SourcePDFScholar
2022

DuelGAN: A Duel between Two Discriminators Stabilizes the GAN Training

ECCV 2022poster

"In this paper, we introduce DuelGAN, a generative adversarial network (GAN) solution to improve the stability of the generated samples and to mitigate mode collapse. Built upon the Vanilla GAN’s two-player game between the discriminator D_1 and the generator G, we introduce a peer discriminator D_2…

2022

How Much Does Input Data Type Impact Final Face Model Accuracy?

CVPR 2022oral

Face models are widely used in image processing and other domains. The input data to create a 3D face model ranges from accurate laser scans to simple 2D RGB photographs. These input data types are typically deficient either due to missing regions, or because they are under-constrained. As a result,…

Cited by 5PDFScholar
2015

Simultaneous Time-of-Flight Sensing and Photometric Stereo With a Single ToF Sensor

CVPR 2015poster

We present a novel system which incorporates photometric stereo with the Time-of-Flight depth sensor. Adding to the classic ToF, the system utilizes multiple point light sources that enable the capturing of a normal field whilst taking depth images. Two calibration methods are proposed to determine…

Cited by 28SourcePDFScholar