Arcturus 所创建的 HoloSuite 平台是世界上第一个对体积视频进行编辑和分发的后处理平台。这项工作目前正处于沉浸式媒体下一阶段变革的前沿。该平台综合了体积视频的编辑和像用户传输流两项主要功能。Arcturus 不仅因这项工作而受益,而且也推动着体积视频能够落地于实际生产中。
下面附有在3D数据上使用DL工具的论文列表 Voxel Grid – Volumetric CNN: (1) Voxnet: A 3D convolutional neural network for real-time object classification (2) Volumetric and multi-view CNNs for object classification on 3d data – compared volumetric CNNs to Multi-view CNNs for object classification. They showed that the multi-view approach performs better, however, the resolution of the volumetric model was limited (3) 3D shapenetes: A deep representation for volumetric shapes Multi-View CNNs: (1) Volumetric
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Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose Project and Code: https://www.seas.upenn.edu /~pavlakos/projects/volumetric/ 输入一张彩色图像,输出人体 3D姿态信息,采用 CNN网络端对端训练,技术创新点:1)对三维空间进行网格划分,2)Coarse-to-Fine Volumetric representation for 3D human pose 对于3D 人体姿态估计问题,问题的一般定义是 人体N个关节,每个关节有一个 3D 坐标(x,y,z) 同时也为后面的Coarse-to-fine 提供了好的基础 A major advantage of the volumetric representation is that it casts the Decoupled architecture with volumetric target 在某些情况下因为关节的 3D 真值数据无法获取 导致不能进行 端对端训练,例如我们使用 in-the-wild
sea_surface_temperature skin_reservoir_content vertical_velocity convective_available_potential_energy(CAPE) volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 skin_temperature surface_thermal_radiation_downwards temperature_of_snow_layer total_evaporation total_precipitation volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 更多变量名请参考
soil_temperature_level_1', 'soil_temperature_level_2', 'soil_temperature_level_3', 'soil_temperature_level_4', 'volumetric_soil_water_layer _1', 'volumetric_soil_water_layer_2', 'volumetric_soil_water_layer_3', 'volumetric_soil_water_layer_4 soil_temperature_level_1','soil_temperature_level_2', 'soil_temperature_level_3','soil_temperature_level_4','volumetric_soil_water_layer _1','volumetric_soil_water_layer_2', 'volumetric_soil_water_layer_3','volumetric_soil_water_layer
sea_surface_temperature skin_reservoir_content vertical_velocity convective_available_potential_energy(CAPE) volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 skin_temperature surface_thermal_radiation_downwards temperature_of_snow_layer total_evaporation total_precipitation volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 更多变量名请参考
_5_cm Liquid Volumetric Soil Moisture (non Frozen) 5 cm depth below land surface layer 0.03 1 DOUBLE Liquid_Volumetric_Soil_Moisture_non_Frozen_depth_below_surface_layer_25_cm Liquid Volumetric Soil Moisture Liquid_Volumetric_Soil_Moisture_non_Frozen_depth_below_surface_layer_150_cm Liquid Volumetric Soil Moisture Volumetric_Soil_Moisture_Content_depth_below_surface_layer_25_cm Volumetric soil moisture content 25cm Volumetric_Soil_Moisture_Content_depth_below_surface_layer_150_cm Volumetric soil moisture content 150cm
sea_surface_temperature skin_reservoir_content vertical_velocity convective_available_potential_energy(CAPE) volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 skin_temperature surface_thermal_radiation_downwards temperature_of_snow_layer total_evaporation total_precipitation volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 更多变量名请参考
sea_surface_temperature skin_reservoir_content vertical_velocity convective_available_potential_energy(CAPE) volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 skin_temperature surface_thermal_radiation_downwards temperature_of_snow_layer total_evaporation total_precipitation volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 更多变量名请参考
AirMOSS: L2/3 Volumetric Soil Moisture Profiles Derived From Radar, 2012-2015 简介 该数据集提供了通过机载次冠层和次表层微波观测站 通过AirMOSS项目收集的数据,可以获得土壤湿度的垂直剖面信息,即L2/3 Volumetric Soil Moisture Profiles。 总而言之,AirMOSS项目通过利用合成孔径雷达技术获取了土壤湿度的三维信息,提供了L2/3 Volumetric Soil Moisture Profiles数据,可用于研究和监测土壤水分状况的变化。 AirMOSS: L2/3 Volumetric Soil Moisture Profiles Derived From Radar, 2012-2015. AirMOSS: L2/3 Volumetric Soil Moisture Profiles Derived From Radar, 2012-2015, https://doi.org/10.3334
sea_surface_temperature skin_reservoir_content vertical_velocity convective_available_potential_energy(CAPE) volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 skin_temperature surface_thermal_radiation_downwards temperature_of_snow_layer total_evaporation total_precipitation volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 更多变量名请参考
The MCD43A1 provides the three model weighting parameters (isotropic, volumetric, and geometric) for isotropic parameter for band 1 0 32766 620-670nm 0.001 BRDF_Albedo_Parameters_Band1_vol BDRF/Albedo volumetric isotropic parameter for band 2 0 32766 841-876nm 0.001 BRDF_Albedo_Parameters_Band2_vol BDRF/Albedo volumetric isotropic parameter for band 3 0 32766 459-479nm 0.001 BRDF_Albedo_Parameters_Band3_vol BDRF/Albedo volumetric isotropic parameter for band 4 0 32766 545-565nm 0.001 BRDF_Albedo_Parameters_Band4_vol BDRF/Albedo volumetric
sea_surface_temperature skin_reservoir_content vertical_velocity convective_available_potential_energy(CAPE) volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 skin_temperature
_1_min daily minimum volumetric_soil_water_layer_1 value Volume fraction volumetric_soil_water_layer_ 1_max daily maximum volumetric_soil_water_layer_1 value Volume fraction volumetric_soil_water_layer_2 _min daily minimum volumetric_soil_water_layer_2 value Volume fraction volumetric_soil_water_layer_2_ daily minimum volumetric_soil_water_layer_3 value Volume fraction volumetric_soil_water_layer_3_max minimum volumetric_soil_water_layer_4 value Volume fraction volumetric_soil_water_layer_4_max daily
'soil_temperature_level_3', 'soil_temperature_level_4', 'surface_pressure', 'volumetric_soil_water_layer _1', 'volumetric_soil_water_layer_2', 'volumetric_soil_water_layer_3', 'volumetric_soil_water_layer
四维外观解码,对运动特征在时序上解码以此渲染三维自由视点视频,主要通过混合体素—纹理神经渲染方式实现 (Hybrid Volumetric-Textural Rendering, HVTR [Hu et 消融实验 (1)人体表面运动建模 该研究对比了两种不同的运动建模方式:目前常用的在体素空间 (Volumetric space) 的运动建模,以及 SurMo 提出的在人体表面流形场的运动建模 (Surface manifold) ,具体比较了 Volumetric triplane 与 Surface-based triplane,如下图所示。 可以发现,Volumetric triplane 是一种稀疏表达,仅有大约 21-35% 的特征用于渲染,而 Surface-based triplane 特征利用率可达 85%,因此在处理自遮挡方面更有优势 同时,该研究论证 Surface-based triplane 可比 Volumetric triplane 在训练过程收敛更快,在衣服褶皱细节、自遮挡上均有明显优势,如上图所示。
sea_surface_temperature skin_reservoir_content vertical_velocity convective_available_potential_energy(CAPE) volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 skin_temperature
surface_thermal_radiation_downwards temperature_of_snow_layer total_evaporation total_precipitation volumetric_soil_water_layer _1 volumetric_soil_water_layer_2 volumetric_soil_water_layer_3 volumetric_soil_water_layer_4 更多变量名请参考
Production, Tone Mapping,CGI, VFX, SFX, Insanely detailed and intricate, Hyper maximalist, Hyper realistic, Volumetric Photorealistic, ultra photo real, ultra- detailed, intricate details,8K, Super detailed , FullColor, Volumetric VFX teams worked tirelessly to create an ultra-realistic portrayal of the Tengwang Pavilion, using volumetric The volumetric lightning and HDR effects make the scene come alive, with super-detailed 8K and 16K resolution