Transfuser

Author: s | 2025-04-23

★★★★☆ (4.5 / 1472 reviews)

line in the sky

transfuser: spawn transfuser: item transfuser: This website is not affiliated with Subnautica, or Unknown Worlds Entertainment. Twitter Transfuser on Software Informer. Download transfuser 1.3; Digidesign transfuser trial download; Avid transfuser 1.3 Shop for the Digidesign Pro Tools Instrument Expansion Pack and receive

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Transfuser 1.0.2 - Transfuser - Modrinth

TransfuserWhat is a Transfuser?The Transfuser is a personal virual chest that allows you to access it from anywhere with the use of a special remote item. Each user can have as many transfusers as they wish. This can be convinient for keeping important items that you don't want to lose on death.What is a Transfuser Remote?The Transfuser Remote is an item that when used allows you to access the GUI that shows your currently owned transfusers. You can customise the item in the config.Commands:Create a Transfuser: Use /transfuser create to open the transfuser creation GUI, there you can select 1 of 3 sizes: Small: 9 slots Medium: 18 slots Large: 27 slots You can create as many as you wish!Destroy a Transfuser: Use /transfuser destroy to bring up the GUI with your transfusers. Click the one you want to destroy.Rename a Transfuser: Use /transfuser rename then select a transfuser to renameAdmin Commands:Get Transfuser Remote: Use/transfuser get to magically retrieve a transfuser remote from thin air.Give Transfuser Remote: Use /transfuser give to give a transfuser remote to a player.Permissions:transfuser.use: Basic access to the Transfuser.transfuser.create: Permission to create a Transfuser.transfuser.destroy: Permission to destroy a Transfuser.transfuser.rename: Permission to rename a Transfuser.transfuser.admin: Permission to give/get a Transfuser Remote.Support:Got questions or need support? We have answers so join the discord community!Click: Join Discord ./leaderboard/scripts/local_evaluation.sh /home/qingzhuan/learning_base/imitation_learning/transfuser/carla /home/qingzhuan/learning_base/imitation_learning/transfuser", line 1006, in _gcd_import File "", line 983, in _find_and_load File "", line 967, in _find_and_load_unlocked File "", line 677, in _load_unlocked File "", line 728, in exec_module File "", line 219, in _call_with_frames_removed File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/submission_agent.py", line 15, in from model import LidarCenterNet File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/model.py", line 10, in from point_pillar import PointPillarNet File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/point_pillar.py", line 6, in from torch_scatter import scatter_mean, scatter_max File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch_scatter/__init__.py", line 16, in torch.ops.load_library(spec.origin) File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch/_ops.py", line 255, in load_library ctypes.CDLL(path) File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/ctypes/__init__.py", line 364, in __init__ self._handle = _dlopen(self._name, mode)OSError: /home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch_scatter/_scatter_cpu.so: undefined symbol: _ZNK3c1010TensorImpl36is_contiguous_nondefault_policy_implENS_12MemoryFormatEException ignored in: Traceback (most recent call last): File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 122, in __del__ self._cleanup() File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 134, in _cleanup if self.manager and self.manager.get_running_status() \AttributeError: 'LeaderboardEvaluator' object has no attribute 'manager'Traceback (most recent call last): File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 476, in main() File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 472, in main del leaderboard_evaluatorUnboundLocalError: local variable 'leaderboard_evaluator' referenced before assignment">/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py:89: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. if LooseVersion(dist.version) ", line 1006, in _gcd_import File "", line 983, in _find_and_load File "", line 967, in _find_and_load_unlocked File "", line 677, in _load_unlocked File "", line 728, in exec_module File "", line 219, in _call_with_frames_removed File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/submission_agent.py", line 15, in from model import LidarCenterNet File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/model.py", line 10, in from point_pillar import PointPillarNet File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/point_pillar.py", line 6, in from torch_scatter import scatter_mean, scatter_max File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch_scatter/__init__.py", line 16, in torch.ops.load_library(spec.origin) File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch/_ops.py", line 255, in load_library ctypes.CDLL(path) File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/ctypes/__init__.py", line 364, in __init__ self._handle = _dlopen(self._name, mode)OSError: /home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch_scatter/_scatter_cpu.so: undefined symbol: _ZNK3c1010TensorImpl36is_contiguous_nondefault_policy_implENS_12MemoryFormatEException ignored in: Traceback (most recent call last): File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 122, in __del__ self._cleanup() File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 134, in _cleanup if self.manager and self.manager.get_running_status() \AttributeError: 'LeaderboardEvaluator' object has no attribute 'manager'Traceback (most recent call last): File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 476, in main() File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 472, in main del leaderboard_evaluatorUnboundLocalError: local variable 'leaderboard_evaluator' referenced before assignment

Transfuser 1.0.1 - Transfuser - Modrinth

The accompaniment.Transfuser 2 also features an array of performance-drive features that enable you to trigger and manipulate your music on the fly. You can trigger a series of your own pre-sequenced patterns, or let loose and perform, arrange, and tweak grooves on the fly from your own MIDI keyboard or controller. Transfuser 2’s offers seamless hardware integration, and its module and parameter controls, Smart Knobs, Trigger Pads, four-octave keyboard, and crossfader are completely mappable.In addition to its real-time audio editing functionality, Transfuser 2 comes with an array of effects, instruments, and samples. Use the Effects module to insert up to four of 20 different effects per track, including Beatcutter, Tape Delay, Pumper, Compressor, Vinyl, Filter, Spring Reverb, Distortion, and Lo-Fi. Transfuser 2 includes a polyphonic analog synthesizer and electric piano instrument for. Transfuser 2 comes with 4.5+GB of loops and phrases that include beats, breaks, basses, acoustic and ethnic instruments, synth sounds, and more. You can also other sample libraries with Transfuser 2 by dragging and dropping your own ACID, REX, Apple Loops, AIFF, and WAV files onto its interface.. transfuser: spawn transfuser: item transfuser: This website is not affiliated with Subnautica, or Unknown Worlds Entertainment. Twitter Transfuser on Software Informer. Download transfuser 1.3; Digidesign transfuser trial download; Avid transfuser 1.3 Shop for the Digidesign Pro Tools Instrument Expansion Pack and receive

Transfuser 1.0.0 - Transfuser - Modrinth

Transfuser 2 is a dynamic audio/MIDI environment for manipulating, slicing, and remixing your loops and sounds into something entirely new. With a series of real-time controls, Transfuser 2 lets you create and tweak grooves, chop up beats and phrases, time-stretch sounds, re-pitch notes, randomize sequences, and more – all on the fly. Transfuser 2 also acts as an inspiring compositional tool that intelligently generates chords, melodies, variations, and grooves based on a musical analysis of your track. Plus, Transfuser 2 comes with a premium drum and instrument library that includes 3,200+ loops and 1200+ drum machine samples for instant music experimentation.Transfuser 2 offers an array of innovative modules that inspire you to create music in ways you never thought possible. Use the Sequencer module to tweak the groove of a drum loop, vary notes in phrases, store patterns, alter the sequence speed (in relation with your session tempo), and more — in real time. A Poly Sequencer and Chord Sequencer send monophonic and polyphonic MIDI data, respectively, to any of Transfuser 2’s synthesizer modules. Use the Synth module to modify your sounds and shape the audio frequency, velocity, filter, attack, and decay. Transfuser 2 can manipulate a single loop or audio file, or apply its effects to a group of sounds.M.A.R.I.O., or Musically Advanced Random Intelligence Operations, is a powerful tool that analyzes your music to intelligently generate chords, melodies, and variations that complement your track. Use M.A.R.I.O.’s advanced algorithms to evaluate the musical characteristics of your song and search its smart tables to find similar or dissimilar (similarity is determined by the Variation settings) phrase styles and rhythms. M.A.R.I.O can also manipulate parameters such as the pitch, rhythm, level, filter, and more. With M.A.R.I.O., you can simply click to create inspiring melodies, compelling loops and sequences, or build up How should representations from complementary sensors be integrated for autonomous driving? Geometry-based sensor fusion has shown great promise for perception tasks such as object detection and motion forecasting. However, for the actual driving task, the global context of the 3D scene is key, e.g. a change in traffic light state can affect the behavior of a vehicle geometrically distant from that traffic light. Geometry alone may therefore be insufficient for effectively fusing representations in end-to-end driving models. In this work, we demonstrate that imitation learning policies based on existing sensor fusion methods under-perform in the presence of a high density of dynamic agents and complex scenarios, which require global contextual reasoning, such as handling traffic oncoming from multiple directions at uncontrolled intersections. Therefore, we propose TransFuser, a novel Multi-Modal Fusion Transformer, to integrate image and LiDAR representations using attention. We experimentally validate the efficacy of our approach in urban settings involving complex scenarios using the CARLA urban driving simulator. Our approach achieves state-of-the-art driving performance while reducing collisions by 76% compared to geometry-based fusion. PDF Abstract CVPR 2021 PDF CVPR 2021 Abstract Code Tasks Datasets Results from the Paper Task Dataset Model Metric Name Metric Value Global Rank Result Benchmark Autonomous Driving CARLA Leaderboard Transfuser Driving Score 16.93 # 16 Compare Route Completion 51.82 # 14 Compare Infraction penalty 0.42 # 18 Compare Semantic Segmentation KITTI-360 TransFuser (RGB-LiDAR) mIoU 56.57 # 10 Compare Autonomous Driving Town05 Long Geometric Fusion RC 69.17 # 1 Compare Autonomous Driving Town05 Long TransFuser RC 56.36 # 2 Compare DS 33.15 # 1 Compare Autonomous Driving Town05 Short Geometric Fusion RC 86.91 # 1 Compare Autonomous Driving Town05 Short TransFuser RC 78.41 # 2 Compare DS 54.52 # 1 Compare Methods

Transfusion guidelines: when to transfuse

The Akai Advance 49 controller with VIP software puts all your VSTi plug-in sounds at your fingertips, at the same time in the same place. Imagine browsing many thousands of presets—every single one from your collection, including Native Instruments Komplete—narrowing them down to the perfect sound and then loading them onto a controller that’s pre-mapped for your controls. Then you load up to 8 sounds from different plug-ins to play together in one monster patch. The Advance 49 could revolutionize your music production workflow.Reviewed: Akai Advance 49 Price: MSRP $599, $499 street Availability: June 12, 2015 Communication: MIDI over USB; MIDI over 5-pin MIDI I/O ports Ships with: VIP standalone, AAX, AU and VST format software for hosting VSTi plug-ins (download), 358 VSTi plug-in mappings (download), USB cable, Quickstart Guide, software and soundware pack: Air Music Tech Vacuum Pro, Loom, Hybrid 3, Xpand!2, Velvet and Transfuser plug-ins, Sonivox Eighty Eight Ensemble piano plug-in and Toolroom Record Hybrid artist expansion packs (download). Weight: 9.9 pounds (4.5 kg) Dimensions: 29.5 x 11.5 x 3.5 inches (75 x 29.3 x 8.8 cm) Minimum System Requirements: Mac OS 10.8 or later; Windows 7 or later; multi-core CPU; 20 GB free disk space for full content download; 4 GB RAM (8 GB recommended). Also Available: Akai Advance 25 (MSRP $499, $399 street); Advance 61 (MSRP $699, $599 street)The Good: VIP software browses and loads any VSTi plug-in preset from either the hardware or software interface. Multi patches bring up to 8 sounds from 8 plug-ins together for mixing and mapping to the keyboard. Full Level and Note Repeat keys for the pads. Arpeggiator and Note Repeat have 8 Time Division keys. Four different-colored banks for the 8 pads. Pads are pressure and velocity-sensitive. MIDI presets for controlling most major DAWs.The Bad: Color screen can’t match the crispness of recent smartphones that people are used to. In the VIP software, can’t see the Multi view and the Control view at the same time.The Bottom Line: It’s not that often that a piece of music gear does something both completely new and completely welcome. While NI’s Komplete

transfuser/README.md at 2025 autonomousvision/transfuser

Switches and 4 banks of the 8 velocity and pressure-sensitive MPC pads. Besides that, you can browse and load the patches of all your VSTi presets in one spot, and create very useful Multis, or groups of 2-8 patches from any VSTi inside of VIP.VIP software with the Browser showing up top, the Control mode plug-in controls across the bottom and the hosted Native Instruments Absynth plug-in preview in the bottom left-hand corner.Very Important VSTi PlayerAt launch, Akai has included 358 pre-mapped VSTi settings for the VIP software, including all of NI’s Komplete collection, most or all of Arturia’s excellent recreations of vintage synths, and plenty of other popular ones, like Sylenth, IK Sample Tank 3, Korg Polysix, Spectrasonics Omnisphere, and all the instruments from Akai’s partner company, Air Music Tech. In fact, even if you’re starting fresh with an Advance controller, a generous software package will get you started with 16 GB worth of sounds for the Air Music Tech Transfuser rhythm machine, Velvet vintage keys, Xpand!2 multi-instrument, Vacuum Pro, Loom and Hybrid 3 synths, and Sonivox Eighty-eight Ensemble grand piano. Most of the included instruments could merit their own reviews, so we’ll just say that even though the Advance controllers cost noticeably more than run-of-the-mill MIDI controllers, their great VSTi package and new VIP technology make them well worth it for producers to search and control all their VSTi plug-ins from one place.After the VIP software scans all your machine’s VSTi presets, more than 100,000 of them in my case, you can browse through them or search through them all in one spot, and then load them into the VIP software, which works as a PC/Mac standalone program or as an AAX/AU/VST plug-in for your DAW (note that it only hosts VST instruments, not other formats). You can have as many instances of VIP in your DAW session as your computer can handle, and it doesn’t seem to add much processor load on top of what the hosted VSTi already uses.Akai Advance’s onboard browsing view.Taking a cue from NI’s Maschine Studio, the Advance controllers include a full color,. transfuser: spawn transfuser: item transfuser: This website is not affiliated with Subnautica, or Unknown Worlds Entertainment. Twitter Transfuser on Software Informer. Download transfuser 1.3; Digidesign transfuser trial download; Avid transfuser 1.3 Shop for the Digidesign Pro Tools Instrument Expansion Pack and receive

Transfuser - Transfuser 1.0.1 Update - SpigotMC

Comments

User5586

TransfuserWhat is a Transfuser?The Transfuser is a personal virual chest that allows you to access it from anywhere with the use of a special remote item. Each user can have as many transfusers as they wish. This can be convinient for keeping important items that you don't want to lose on death.What is a Transfuser Remote?The Transfuser Remote is an item that when used allows you to access the GUI that shows your currently owned transfusers. You can customise the item in the config.Commands:Create a Transfuser: Use /transfuser create to open the transfuser creation GUI, there you can select 1 of 3 sizes: Small: 9 slots Medium: 18 slots Large: 27 slots You can create as many as you wish!Destroy a Transfuser: Use /transfuser destroy to bring up the GUI with your transfusers. Click the one you want to destroy.Rename a Transfuser: Use /transfuser rename then select a transfuser to renameAdmin Commands:Get Transfuser Remote: Use/transfuser get to magically retrieve a transfuser remote from thin air.Give Transfuser Remote: Use /transfuser give to give a transfuser remote to a player.Permissions:transfuser.use: Basic access to the Transfuser.transfuser.create: Permission to create a Transfuser.transfuser.destroy: Permission to destroy a Transfuser.transfuser.rename: Permission to rename a Transfuser.transfuser.admin: Permission to give/get a Transfuser Remote.Support:Got questions or need support? We have answers so join the discord community!Click: Join Discord

2025-04-17
User2474

./leaderboard/scripts/local_evaluation.sh /home/qingzhuan/learning_base/imitation_learning/transfuser/carla /home/qingzhuan/learning_base/imitation_learning/transfuser", line 1006, in _gcd_import File "", line 983, in _find_and_load File "", line 967, in _find_and_load_unlocked File "", line 677, in _load_unlocked File "", line 728, in exec_module File "", line 219, in _call_with_frames_removed File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/submission_agent.py", line 15, in from model import LidarCenterNet File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/model.py", line 10, in from point_pillar import PointPillarNet File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/point_pillar.py", line 6, in from torch_scatter import scatter_mean, scatter_max File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch_scatter/__init__.py", line 16, in torch.ops.load_library(spec.origin) File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch/_ops.py", line 255, in load_library ctypes.CDLL(path) File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/ctypes/__init__.py", line 364, in __init__ self._handle = _dlopen(self._name, mode)OSError: /home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch_scatter/_scatter_cpu.so: undefined symbol: _ZNK3c1010TensorImpl36is_contiguous_nondefault_policy_implENS_12MemoryFormatEException ignored in: Traceback (most recent call last): File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 122, in __del__ self._cleanup() File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 134, in _cleanup if self.manager and self.manager.get_running_status() \AttributeError: 'LeaderboardEvaluator' object has no attribute 'manager'Traceback (most recent call last): File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 476, in main() File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 472, in main del leaderboard_evaluatorUnboundLocalError: local variable 'leaderboard_evaluator' referenced before assignment">/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py:89: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. if LooseVersion(dist.version) ", line 1006, in _gcd_import File "", line 983, in _find_and_load File "", line 967, in _find_and_load_unlocked File "", line 677, in _load_unlocked File "", line 728, in exec_module File "", line 219, in _call_with_frames_removed File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/submission_agent.py", line 15, in from model import LidarCenterNet File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/model.py", line 10, in from point_pillar import PointPillarNet File "/home/qingzhuan/learning_base/imitation_learning/transfuser/team_code_transfuser/point_pillar.py", line 6, in from torch_scatter import scatter_mean, scatter_max File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch_scatter/__init__.py", line 16, in torch.ops.load_library(spec.origin) File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch/_ops.py", line 255, in load_library ctypes.CDLL(path) File "/home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/ctypes/__init__.py", line 364, in __init__ self._handle = _dlopen(self._name, mode)OSError: /home/qingzhuan/miniconda3/envs/tfuse/lib/python3.7/site-packages/torch_scatter/_scatter_cpu.so: undefined symbol: _ZNK3c1010TensorImpl36is_contiguous_nondefault_policy_implENS_12MemoryFormatEException ignored in: Traceback (most recent call last): File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 122, in __del__ self._cleanup() File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 134, in _cleanup if self.manager and self.manager.get_running_status() \AttributeError: 'LeaderboardEvaluator' object has no attribute 'manager'Traceback (most recent call last): File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 476, in main() File "/home/qingzhuan/learning_base/imitation_learning/transfuser/leaderboard/leaderboard/leaderboard_evaluator_local.py", line 472, in main del leaderboard_evaluatorUnboundLocalError: local variable 'leaderboard_evaluator' referenced before assignment

2025-04-01
User3293

The accompaniment.Transfuser 2 also features an array of performance-drive features that enable you to trigger and manipulate your music on the fly. You can trigger a series of your own pre-sequenced patterns, or let loose and perform, arrange, and tweak grooves on the fly from your own MIDI keyboard or controller. Transfuser 2’s offers seamless hardware integration, and its module and parameter controls, Smart Knobs, Trigger Pads, four-octave keyboard, and crossfader are completely mappable.In addition to its real-time audio editing functionality, Transfuser 2 comes with an array of effects, instruments, and samples. Use the Effects module to insert up to four of 20 different effects per track, including Beatcutter, Tape Delay, Pumper, Compressor, Vinyl, Filter, Spring Reverb, Distortion, and Lo-Fi. Transfuser 2 includes a polyphonic analog synthesizer and electric piano instrument for. Transfuser 2 comes with 4.5+GB of loops and phrases that include beats, breaks, basses, acoustic and ethnic instruments, synth sounds, and more. You can also other sample libraries with Transfuser 2 by dragging and dropping your own ACID, REX, Apple Loops, AIFF, and WAV files onto its interface.

2025-04-12
User2747

Transfuser 2 is a dynamic audio/MIDI environment for manipulating, slicing, and remixing your loops and sounds into something entirely new. With a series of real-time controls, Transfuser 2 lets you create and tweak grooves, chop up beats and phrases, time-stretch sounds, re-pitch notes, randomize sequences, and more – all on the fly. Transfuser 2 also acts as an inspiring compositional tool that intelligently generates chords, melodies, variations, and grooves based on a musical analysis of your track. Plus, Transfuser 2 comes with a premium drum and instrument library that includes 3,200+ loops and 1200+ drum machine samples for instant music experimentation.Transfuser 2 offers an array of innovative modules that inspire you to create music in ways you never thought possible. Use the Sequencer module to tweak the groove of a drum loop, vary notes in phrases, store patterns, alter the sequence speed (in relation with your session tempo), and more — in real time. A Poly Sequencer and Chord Sequencer send monophonic and polyphonic MIDI data, respectively, to any of Transfuser 2’s synthesizer modules. Use the Synth module to modify your sounds and shape the audio frequency, velocity, filter, attack, and decay. Transfuser 2 can manipulate a single loop or audio file, or apply its effects to a group of sounds.M.A.R.I.O., or Musically Advanced Random Intelligence Operations, is a powerful tool that analyzes your music to intelligently generate chords, melodies, and variations that complement your track. Use M.A.R.I.O.’s advanced algorithms to evaluate the musical characteristics of your song and search its smart tables to find similar or dissimilar (similarity is determined by the Variation settings) phrase styles and rhythms. M.A.R.I.O can also manipulate parameters such as the pitch, rhythm, level, filter, and more. With M.A.R.I.O., you can simply click to create inspiring melodies, compelling loops and sequences, or build up

2025-04-09
User3130

How should representations from complementary sensors be integrated for autonomous driving? Geometry-based sensor fusion has shown great promise for perception tasks such as object detection and motion forecasting. However, for the actual driving task, the global context of the 3D scene is key, e.g. a change in traffic light state can affect the behavior of a vehicle geometrically distant from that traffic light. Geometry alone may therefore be insufficient for effectively fusing representations in end-to-end driving models. In this work, we demonstrate that imitation learning policies based on existing sensor fusion methods under-perform in the presence of a high density of dynamic agents and complex scenarios, which require global contextual reasoning, such as handling traffic oncoming from multiple directions at uncontrolled intersections. Therefore, we propose TransFuser, a novel Multi-Modal Fusion Transformer, to integrate image and LiDAR representations using attention. We experimentally validate the efficacy of our approach in urban settings involving complex scenarios using the CARLA urban driving simulator. Our approach achieves state-of-the-art driving performance while reducing collisions by 76% compared to geometry-based fusion. PDF Abstract CVPR 2021 PDF CVPR 2021 Abstract Code Tasks Datasets Results from the Paper Task Dataset Model Metric Name Metric Value Global Rank Result Benchmark Autonomous Driving CARLA Leaderboard Transfuser Driving Score 16.93 # 16 Compare Route Completion 51.82 # 14 Compare Infraction penalty 0.42 # 18 Compare Semantic Segmentation KITTI-360 TransFuser (RGB-LiDAR) mIoU 56.57 # 10 Compare Autonomous Driving Town05 Long Geometric Fusion RC 69.17 # 1 Compare Autonomous Driving Town05 Long TransFuser RC 56.36 # 2 Compare DS 33.15 # 1 Compare Autonomous Driving Town05 Short Geometric Fusion RC 86.91 # 1 Compare Autonomous Driving Town05 Short TransFuser RC 78.41 # 2 Compare DS 54.52 # 1 Compare Methods

2025-03-31

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