Seeing Beyond the Visible
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Benchmarks
KITTI360-EX
HYPERVIEW
Most implemented
Resolution-robust Large Mask Inpainting with Fourier Convolutions
Beyond the Field-of-View: Enhancing Scene Visibility and Perception with Clip-Recurrent Transformer
Towards An End-to-End Framework for Flow-Guided Video Inpainting
Learning Joint Spatial-Temporal Transformations for Video Inpainting
Wide-Context Semantic Image Extrapolation
Predicting Soil Properties from Hyperspectral Satellite Images
Papers
Beyond the Field-of-View: Enhancing Scene Visibility and Perception with Clip-Recurrent Transformer
Vision sensors are widely applied in vehicles, robots, and roadside infrastructure. However, due to limitations in hardware cost and system size, camera Field-of-View (FoV) is often restricted and may not provide suffici…
Autonomous Vehiclesobject-detectionObject DetectionOptical Flow Estimation+2Predicting Soil Properties from Hyperspectral Satellite Images
The AI4EO HYPERVIEW challenge seeks machine learning methods that predict agriculturally relevant soil parameters (K, Mg, P2O5, pH) from airborne hyperspectral images. We present a hybrid model fusing Random Forest an…
Seeing Beyond the VisibleReduce Information Loss in Transformers for Pluralistic Image Inpainting
Transformers have achieved great success in pluralistic image inpainting recently. However, we find existing transformer based solutions regard each pixel as a token, thus suffer from information loss issue from two aspe…
Image InpaintingQuantizationSeeing Beyond the VisibleTowards An End-to-End Framework for Flow-Guided Video Inpainting
Optical flow, which captures motion information across frames, is exploited in recent video inpainting methods through propagating pixels along its trajectories. However, the hand-crafted flow-based processes in these me…
HallucinationOptical Flow EstimationSeeing Beyond the VisibleVideo InpaintingResolution-robust Large Mask Inpainting with Fourier Convolutions
Modern image inpainting systems, despite the significant progress, often struggle with large missing areas, complex geometric structures, and high-resolution images. We find that one of the main reasons for that is the l…
Image InpaintingSeeing Beyond the VisibleFuseFormer: Fusing Fine-Grained Information in Transformers for Video Inpainting
Transformer, as a strong and flexible architecture for modelling long-range relations, has been widely explored in vision tasks. However, when used in video inpainting that requires fine-grained representation, existed m…
Seeing Beyond the VisibleVideo Inpainting