Index

_

__call__() (exordium.audio.clap.ClapWrapper method) (exordium.audio.emotion2vec.Emotion2vecWrapper method) (exordium.audio.smile.OpensmileWrapper method) (exordium.audio.wav2vec2.Wav2vec2Wrapper method) (exordium.audio.wavlm.WavlmWrapper method) (exordium.text.base.PooledTokenTextWrapper method) (exordium.text.base.SpeechToText method) (exordium.text.base.TextModelWrapper method) (exordium.text.whisper.WhisperWrapper method) (exordium.video.core.transform.CenterCrop method) (exordium.video.core.transform.Denormalize method) (exordium.video.core.transform.Normalize method) (exordium.video.core.transform.Resize method) (exordium.video.core.transform.ToTensor method) (exordium.video.deep.base.VisualModelWrapper method) (exordium.video.face.gaze.base.GazeWrapper method) (exordium.video.face.gaze.gazelle.GazelleWrapper method) (exordium.video.face.landmark.facemesh.FaceMeshWrapper method) (exordium.video.face.landmark.iris.IrisWrapper method) __del__() (exordium.video.face.landmark.facemesh.FaceMeshWrapper method)

__enter__() (exordium.video.core.io.Video method) __eq__() (exordium.video.core.detection.Detection method) (exordium.video.core.detection.FrameDetections method) (exordium.video.core.detection.VideoDetections method) __exit__() (exordium.video.core.io.Video method) __getitem__() (exordium.video.core.detection.FrameDetections method) (exordium.video.core.detection.Track method) (exordium.video.core.detection.VideoDetections method) (exordium.video.core.io.ImageSequenceReader method) (exordium.video.core.io.Video method) __iter__() (exordium.video.core.detection.FrameDetections method) (exordium.video.core.detection.Track method) (exordium.video.core.detection.VideoDetections method) __len__() (exordium.video.core.detection.FrameDetections method) (exordium.video.core.detection.Track method) (exordium.video.core.detection.VideoDetections method) (exordium.video.core.io.ImageSequenceReader method) (exordium.video.core.io.Video method) __repr__() (exordium.video.core.io.Video method) __str__() (exordium.video.core.detection.Track method) __version__ (in module exordium)

A

AdaFaceWrapper (class in exordium.video.deep.adaface) add() (exordium.video.core.detection.FrameDetections method) (exordium.video.core.detection.Track method) (exordium.video.core.detection.VideoDetections method) add_detections_to_frame() (in module exordium.video.core.detection) add_dict() (exordium.video.core.detection.FrameDetections method) align() (exordium.text.alignment.TorchaudioForcedAligner method) (exordium.text.base.ForcedAligner method) (exordium.text.whisperx_align.WhisperxForcedAligner method) align_face() (in module exordium.video.core.transform) align_segments() (exordium.text.base.ForcedAligner method) (exordium.text.whisperx_align.WhisperxForcedAligner method) annotated_end (exordium.text.evaluation.SegmentValidation attribute) annotated_start (exordium.text.evaluation.SegmentValidation attribute)

apply_10_crop() (in module exordium.video.core.bb) apply_preemphasis() (in module exordium.audio.spectrogram) assignments (exordium.video.core.streaming.StreamUpdate attribute) AU_ids (in module exordium.video.face.au.opengraphau) AU_names (in module exordium.video.face.au.opengraphau) AU_REGISTRY (in module exordium.video.face.au.opengraphau) audio_to_feature() (exordium.audio.base.AudioModelWrapper method) (exordium.audio.clap.ClapWrapper method) (exordium.audio.emotion2vec.Emotion2vecWrapper method) (exordium.audio.smile.OpensmileWrapper method) (exordium.audio.wav2vec2.Wav2vec2Wrapper method) (exordium.audio.wavlm.WavlmWrapper method) AudioInput (in module exordium.text.pipeline) AudioLoader (class in exordium.audio.io) AudioModelWrapper (class in exordium.audio.base)

B

backbone (exordium.text.xlm_roberta.XlmRobertaWrapper attribute) (exordium.video.face.gaze.gazelle.GazelleVariant attribute) BasicLayer (class in exordium.video.deep.swint) batch_audio_to_features() (exordium.audio.base.AudioModelWrapper method) (exordium.audio.clap.ClapWrapper method) (exordium.audio.emotion2vec.Emotion2vecWrapper method) (exordium.audio.wav2vec2.Wav2vec2Wrapper method) (exordium.audio.wavlm.WavlmWrapper method) batch_iterator() (in module exordium.video.core.io) bb_center (exordium.video.core.detection.Detection property) bb_size() (exordium.video.core.detection.Track method) bb_xywh (exordium.video.core.detection.Detection attribute) bb_xyxy (exordium.video.core.detection.Detection property) bell_l2_l1_loss() (in module exordium.utils.loss)

BertWrapper (class in exordium.text.bert) BOTTOM (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) (exordium.video.face.landmark.constants.IrisLandmarks attribute) BOTTOM_ALL (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) BOTTOM_LEFT (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) BOTTOM_RIGHT (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) box_to_normalized() (in module exordium.video.face.gaze.base) box_to_pixels() (in module exordium.video.face.gaze.base) boxes_from_table() (in module exordium.video.face.gaze.gazelle) boxes_from_tracks() (in module exordium.video.face.gaze.gazelle) BoxSource (in module exordium.video.face.gaze.gazelle) build_embedder() (in module exordium.text.evaluation) build_facemesh_region_colors() (in module exordium.video.face.landmark.constants) build_hf_model() (in module exordium.utils.ckpt) build_word_index() (in module exordium.text.transcript_align)

C

calculate_eye_aspect_ratio() (in module exordium.video.face.landmark.iris) calculate_eyelid_pupil_distances() (in module exordium.video.face.landmark.iris) calculate_iris_diameters() (in module exordium.video.face.landmark.iris) CENTER (exordium.video.face.landmark.constants.IrisLandmarks attribute) center() (exordium.video.core.detection.Track method) center_crop() (in module exordium.video.core.bb) CenterCrop (class in exordium.video.core.transform) cer (exordium.text.evaluation.TranscriptMetrics attribute) CLAP_MODEL_ID (in module exordium.audio.clap) CLAP_SAMPLE_RATE (in module exordium.audio.clap) ClapWrapper (class in exordium.audio.clap) clear_video_cache() (in module exordium.video.core.io) ClipWrapper (class in exordium.video.deep.clip)

close() (exordium.video.core.io.Video method) cluster() (exordium.video.core.detection.FaceClusterTracker method) compute_angular_error() (in module exordium.video.face.gaze.base) compute_deltas() (in module exordium.audio.spectrogram) compute_melspec() (in module exordium.audio.spectrogram) compute_mfcc() (in module exordium.audio.spectrogram) convert_draw_vector() (in module exordium.video.face.gaze.base) convert_rotate_draw_vector() (in module exordium.video.face.gaze.base) create_detection() (exordium.video.core.detection.DetectionFactory class method) crop() (exordium.video.core.detection.Detection method) crop_eye_regions() (in module exordium.video.face.landmark.facemesh) crop_landmarks() (exordium.video.core.detection.Detection method) crop_mid() (in module exordium.video.core.bb) crop_xyxy() (in module exordium.video.core.bb)

D

decision (exordium.text.evaluation.SegmentValidation attribute) decode_all() (exordium.video.core.io.TorchCodecBackend method) (exordium.video.core.io.VideoBackend method) decode_frames() (exordium.video.core.io.TorchCodecBackend method) (exordium.video.core.io.VideoBackend method) DEFAULT_MAX_NORMALIZED_WER (in module exordium.text.evaluation) DEFAULT_MIN_SEMANTIC_SIMILARITY (in module exordium.text.evaluation) DEFAULT_VARIANT (in module exordium.video.face.gaze.gazelle) Denormalize (class in exordium.video.core.transform) densify() (in module exordium.video.core.densify) detect_frame() (exordium.video.face.detector.base.FaceDetector method) detect_frame_dir() (exordium.video.face.detector.base.FaceDetector method) detect_image() (exordium.video.face.detector.base.FaceDetector method) detect_image_path() (exordium.video.face.detector.base.FaceDetector method) detect_video() (exordium.video.face.detector.base.FaceDetector method) (exordium.video.face.detector.yolo.YoloFaceV8Detector method) Detection (class in exordium.video.core.detection)

DetectionFactory (class in exordium.video.core.detection) DetectionFromImage (class in exordium.video.core.detection) DetectionFromNp (class in exordium.video.core.detection) DetectionFromTorchTensor (class in exordium.video.core.detection) DetectionFromVideo (class in exordium.video.core.detection) device (exordium.video.face.gaze.base.GazeWrapper attribute) (exordium.video.face.gaze.l2csnet.L2csNetWrapper attribute) DINOv2Wrapper (class in exordium.video.deep.dinov2) dir_to_feature() (exordium.video.deep.base.VisualModelWrapper method) (exordium.video.deep.marlin.MarlinWrapper method) download_file() (in module exordium.utils.ckpt) download_weight() (in module exordium.utils.ckpt) draw_headpose_axis() (in module exordium.video.face.headpose.sixdrepnet) draw_headpose_cube() (in module exordium.video.face.headpose.sixdrepnet) draw_vector() (in module exordium.video.face.gaze.base) drop_track() (exordium.video.core.detection.Tracker method) duration (exordium.video.core.io.Video property)

E

ecl1() (in module exordium.utils.loss) Embedder (in module exordium.text.evaluation) EmotiEffNetWrapper (class in exordium.video.deep.emotieffnet) EMOTION2VEC_FEATURE_DIM (in module exordium.audio.emotion2vec) EMOTION2VEC_SAMPLE_RATE (in module exordium.audio.emotion2vec) Emotion2vecWrapper (class in exordium.audio.emotion2vec) end (exordium.text.base.Segment attribute) (exordium.text.base.SegmentMatch attribute) (exordium.text.base.Word attribute) end_offset (exordium.text.evaluation.SegmentValidation attribute) ends (exordium.text.transcript_align.WordIndex attribute) EurobertWrapper (class in exordium.text.eurobert) evaluate() (exordium.text.evaluation.TranscriptEvaluator method) evaluate_annotation() (exordium.text.pipeline.SpeechAlignmentPipeline method) evaluate_transcript() (in module exordium.text.evaluation) exordium module exordium.audio module exordium.audio.base module exordium.audio.clap module exordium.audio.emotion2vec module exordium.audio.io module exordium.audio.smile module exordium.audio.spectrogram module exordium.audio.wav2vec2 module exordium.audio.wavlm module exordium.text module exordium.text.alignment module exordium.text.base module exordium.text.bert module exordium.text.eurobert module exordium.text.evaluation module exordium.text.mmbert module exordium.text.pipeline module exordium.text.roberta module exordium.text.transcript_align module exordium.text.whisper module exordium.text.whisperx_align module exordium.text.xlm_roberta module exordium.utils module exordium.utils.ckpt module exordium.utils.concurrent module exordium.utils.decorator module exordium.utils.device module exordium.utils.loss module exordium.utils.normalize module exordium.utils.padding module exordium.video module

exordium.video.core module exordium.video.core.bb module exordium.video.core.densify module exordium.video.core.detection module exordium.video.core.io module exordium.video.core.streaming module exordium.video.core.transform module exordium.video.deep module exordium.video.deep.adaface module exordium.video.deep.base module exordium.video.deep.clip module exordium.video.deep.dinov2 module exordium.video.deep.emotieffnet module exordium.video.deep.fabnet module exordium.video.deep.farl module exordium.video.deep.marlin module exordium.video.deep.swint module exordium.video.face module exordium.video.face.au module exordium.video.face.au.opengraphau module exordium.video.face.detector module exordium.video.face.detector.base module exordium.video.face.detector.yolo module exordium.video.face.detector.yolo11 module exordium.video.face.gaze module exordium.video.face.gaze.base module exordium.video.face.gaze.gazelle module exordium.video.face.gaze.l2csnet module exordium.video.face.headpose module exordium.video.face.headpose.sixdrepnet module exordium.video.face.landmark module exordium.video.face.landmark.constants module exordium.video.face.landmark.facemesh module exordium.video.face.landmark.iris module exordium.video.face.streaming module expand_box() (in module exordium.video.face.gaze.base) extra_repr() (exordium.video.deep.swint.BasicLayer method) (exordium.video.deep.swint.PatchMerging method) (exordium.video.deep.swint.SwinTransformerBlock method) (exordium.video.deep.swint.WindowAttention method) EYE (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) eye_to_feature() (exordium.video.face.landmark.iris.IrisWrapper method)

F

FabNetWrapper (class in exordium.video.deep.fabnet) FACE_OVAL (exordium.video.face.landmark.constants.FaceMesh478Regions attribute) FaceClusterTracker (class in exordium.video.core.detection) FaceDetector (class in exordium.video.face.detector.base) FaceIdTracker (class in exordium.video.core.detection) FaceLandmarks (class in exordium.video.face.landmark.constants) FaceMesh478Regions (class in exordium.video.face.landmark.constants) FACEMESH_REGION_COLORS (in module exordium.video.face.landmark.constants) FaceMeshLandmarks (class in exordium.video.face.landmark.constants) FaceMeshWrapper (class in exordium.video.face.landmark.facemesh) FarlWrapper (class in exordium.video.deep.farl) FEATURE_GRID (in module exordium.video.face.gaze.gazelle) fill_gaps_with_repeat() (in module exordium.utils.padding) find_segment() (in module exordium.text.transcript_align) find_segments() (in module exordium.text.transcript_align) first_detection() (exordium.video.core.detection.Track method) first_frame (exordium.video.core.streaming.TrackStats attribute) FIXTURE_DIR (in module exordium) flops() (exordium.video.deep.swint.BasicLayer method) (exordium.video.deep.swint.PatchEmbed method) (exordium.video.deep.swint.PatchMerging method) (exordium.video.deep.swint.SwinTransformer method) (exordium.video.deep.swint.SwinTransformerBlock method) (exordium.video.deep.swint.WindowAttention method) ForcedAligner (class in exordium.text.base) forward() (exordium.video.deep.swint.BasicLayer method) (exordium.video.deep.swint.Mlp method) (exordium.video.deep.swint.PatchEmbed method) (exordium.video.deep.swint.PatchMerging method) (exordium.video.deep.swint.SwinTransformer method) (exordium.video.deep.swint.SwinTransformerBlock method) (exordium.video.deep.swint.WindowAttention method) (exordium.video.face.gaze.gazelle.GazelleDecoder method) (exordium.video.face.gaze.l2csnet.L2CS method) (exordium.video.face.landmark.iris.IrisBlock method) (exordium.video.face.landmark.iris.MediaPipeIris method)

forward_features() (exordium.video.deep.swint.SwinTransformer method) fps (exordium.video.core.io.Video property) frame() (exordium.video.core.detection.Detection method) (exordium.video.core.detection.DetectionFromImage method) (exordium.video.core.detection.DetectionFromNp method) (exordium.video.core.detection.DetectionFromTorchTensor method) (exordium.video.core.detection.DetectionFromVideo method) frame_center() (exordium.video.core.detection.Detection method) (exordium.video.core.detection.DetectionFromImage method) (exordium.video.core.detection.DetectionFromNp method) (exordium.video.core.detection.DetectionFromTorchTensor method) (exordium.video.core.detection.DetectionFromVideo method) frame_distance() (exordium.video.core.detection.Track method) frame_id (exordium.video.core.detection.Detection attribute) (exordium.video.core.detection.FrameDetections property) (exordium.video.core.streaming.StreamUpdate attribute) frame_ids() (exordium.video.core.detection.Track method) (exordium.video.core.detection.VideoDetections method) FrameDetections (class in exordium.video.core.detection) FrameDetLoader (class in exordium.utils.decorator) frames (exordium.video.core.streaming.TrackStats attribute) FrontaliseModelMasks_wider (class in exordium.video.deep.fabnet)

G

gaze_point() (exordium.video.face.gaze.gazelle.GazelleOutput method) gaze_table() (in module exordium.video.face.gaze.gazelle) GAZELLE_VARIANTS (in module exordium.video.face.gaze.gazelle) GazelleDecoder (class in exordium.video.face.gaze.gazelle) GazelleOutput (class in exordium.video.face.gaze.gazelle) GazelleVariant (class in exordium.video.face.gaze.gazelle) GazelleWrapper (class in exordium.video.face.gaze.gazelle) gazeto3d() (in module exordium.video.face.gaze.base) GazeWrapper (class in exordium.video.face.gaze.base) generate_decoder_layers() (exordium.video.deep.fabnet.FrontaliseModelMasks_wider method) generate_encoder_layers() (exordium.video.deep.fabnet.FrontaliseModelMasks_wider method) get() (exordium.utils.decorator.LoaderFactory class method) get_batch() (exordium.video.core.io.Video method)

get_center_track() (exordium.video.core.detection.Tracker method) get_default_device() (in module exordium.utils.device) get_detection() (exordium.video.core.detection.Track method) get_detection_with_biggest_bb() (exordium.video.core.detection.FrameDetections method) get_detection_with_highest_score() (exordium.video.core.detection.FrameDetections method) get_frame_detection_with_frame_id() (exordium.video.core.detection.VideoDetections method) get_frames_at() (exordium.video.core.io.Video method) get_mean_std() (in module exordium.utils.normalize) get_metadata() (exordium.video.core.io.TorchCodecBackend method) (exordium.video.core.io.VideoBackend method) get_module_device() (in module exordium.utils.device) get_torch_device() (in module exordium.utils.device) get_video_metadata() (in module exordium.video.core.io)

H

haystack (exordium.text.transcript_align.WordIndex attribute) head_maps_from_boxes() (in module exordium.video.face.gaze.gazelle) heatmap (exordium.video.face.gaze.gazelle.GazelleOutput attribute) HEATMAP_SIZE (in module exordium.video.face.gaze.gazelle) heatmap_to_point() (in module exordium.video.face.gaze.base)

height (exordium.video.core.io.Video property) hidden_size (exordium.text.base.PooledTokenTextWrapper attribute) (exordium.text.eurobert.EurobertWrapper attribute) (exordium.text.mmbert.MmbertWrapper attribute) (exordium.text.xlm_roberta.XlmRobertaWrapper attribute) hypothesis (exordium.text.evaluation.TranscriptMetrics attribute)

I

IMAGE_EXTENSIONS (exordium.video.core.detection.DetectionFactory attribute) image_to_np() (in module exordium.video.core.io) image_to_tensor() (in module exordium.video.core.io) images_to_np() (in module exordium.video.core.io) ImageSequenceReader (class in exordium.video.core.io) inference() (exordium.audio.base.AudioModelWrapper method) (exordium.audio.clap.ClapWrapper method) (exordium.audio.emotion2vec.Emotion2vecWrapper method) (exordium.audio.wav2vec2.Wav2vec2Wrapper method) (exordium.audio.wavlm.WavlmWrapper method) (exordium.text.base.PooledTokenTextWrapper method) (exordium.text.base.SpeechToText method) (exordium.text.base.TextModelWrapper method) (exordium.text.bert.BertWrapper method) (exordium.text.roberta.RobertaWrapper method) (exordium.text.whisper.WhisperWrapper method) (exordium.video.deep.adaface.AdaFaceWrapper method) (exordium.video.deep.base.VisualModelWrapper method) (exordium.video.deep.clip.ClipWrapper method) (exordium.video.deep.dinov2.DINOv2Wrapper method) (exordium.video.deep.emotieffnet.EmotiEffNetWrapper method) (exordium.video.deep.fabnet.FabNetWrapper method) (exordium.video.deep.farl.FarlWrapper method) (exordium.video.deep.marlin.MarlinWrapper method) (exordium.video.deep.swint.SwinTWrapper method) (exordium.video.face.au.opengraphau.OpenGraphAuWrapper method) (exordium.video.face.gaze.base.GazeWrapper method) (exordium.video.face.gaze.gazelle.GazelleWrapper method) (exordium.video.face.gaze.l2csnet.L2csNetWrapper method) (exordium.video.face.headpose.sixdrepnet.SixDRepNetWrapper method) (exordium.video.face.landmark.iris.IrisWrapper method)

inout (exordium.video.face.gaze.gazelle.GazelleOutput attribute) (exordium.video.face.gaze.gazelle.GazelleVariant attribute) INPUT_SIZE (in module exordium.video.face.gaze.gazelle) interpolate_1d() (in module exordium.video.core.io) iou_xywh() (in module exordium.video.core.bb) iou_xyxy() (in module exordium.video.core.bb) IouTracker (class in exordium.video.core.detection) IrisBlock (class in exordium.video.face.landmark.iris) IrisLandmarks (class in exordium.video.face.landmark.constants) IrisWrapper (class in exordium.video.face.landmark.iris) is_acceptable() (in module exordium.text.evaluation) is_started_earlier() (exordium.video.core.detection.Track method) iter_batches() (exordium.video.core.io.Video method)

L

L2CS (class in exordium.video.face.gaze.l2csnet) L2CS_Builder() (in module exordium.video.face.gaze.l2csnet) L2csNetWrapper (class in exordium.video.face.gaze.l2csnet) label() (exordium.video.core.detection.Tracker method) landmarks (exordium.video.core.detection.Detection attribute) last_detection() (exordium.video.core.detection.Track method) last_frame (exordium.video.core.streaming.TrackStats attribute) LEFT (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) (exordium.video.face.landmark.constants.IrisLandmarks attribute) LEFT_EYE (exordium.video.face.landmark.constants.FaceLandmarks attribute) (exordium.video.face.landmark.constants.FaceMesh478Regions attribute) LEFT_EYEBROW (exordium.video.face.landmark.constants.FaceMesh478Regions attribute) load() (exordium.utils.decorator.FrameDetLoader method) (exordium.utils.decorator.Loader method) (exordium.utils.decorator.NpyLoader method) (exordium.utils.decorator.PickleLoader method) (exordium.utils.decorator.SafetensorsLoader method) (exordium.utils.decorator.TrackLoader method) (exordium.utils.decorator.VideoDetLoader method) (exordium.video.core.detection.FrameDetections method) (exordium.video.core.detection.Track method) (exordium.video.core.detection.VideoDetections method) load_audio() (exordium.audio.io.AudioLoader method) (in module exordium.audio.io) load_checkpoint() (in module exordium.utils.ckpt) load_frames() (in module exordium.video.core.io) load_or_create() (in module exordium.utils.decorator) load_params_from_json() (in module exordium.utils.normalize) load_video() (in module exordium.video.core.io) Loader (class in exordium.utils.decorator) LoaderFactory (class in exordium.utils.decorator) LOADERS (exordium.utils.decorator.LoaderFactory attribute)

logger (in module exordium.audio.emotion2vec) (in module exordium.audio.io) (in module exordium.audio.wav2vec2) (in module exordium.text.alignment) (in module exordium.text.base) (in module exordium.text.evaluation) (in module exordium.text.pipeline) (in module exordium.text.transcript_align) (in module exordium.text.whisper) (in module exordium.text.whisperx_align) (in module exordium.utils.ckpt) (in module exordium.utils.decorator) (in module exordium.video.core.detection) (in module exordium.video.core.io) (in module exordium.video.core.streaming) (in module exordium.video.deep.adaface) (in module exordium.video.deep.emotieffnet) (in module exordium.video.deep.fabnet) (in module exordium.video.deep.farl) (in module exordium.video.deep.marlin) (in module exordium.video.face.au.opengraphau) (in module exordium.video.face.detector.base) (in module exordium.video.face.detector.yolo) (in module exordium.video.face.detector.yolo11) (in module exordium.video.face.gaze.gazelle) (in module exordium.video.face.gaze.l2csnet) (in module exordium.video.face.headpose.sixdrepnet) (in module exordium.video.face.landmark.facemesh) (in module exordium.video.face.landmark.iris) (in module exordium.video.face.streaming) looking_at_camera() (exordium.video.face.gaze.base.GazeWrapper static method) looking_at_camera_xy() (in module exordium.video.face.gaze.base) looking_at_camera_yaw_pitch() (in module exordium.video.face.gaze.base)

M

margin (exordium.video.core.streaming.StreamUpdate attribute) MarlinWrapper (class in exordium.video.deep.marlin) mass_in_box() (exordium.video.face.gaze.gazelle.GazelleOutput method) (in module exordium.video.face.gaze.base) match (exordium.text.evaluation.SegmentValidation attribute) max_size (exordium.video.core.streaming.TrackStats attribute) MediaPipeIris (class in exordium.video.face.landmark.iris) merge() (exordium.video.core.detection.Track method) (exordium.video.core.detection.Tracker method) (exordium.video.core.detection.VideoDetections method) merge_rule() (exordium.video.core.detection.FaceClusterTracker method) (exordium.video.core.detection.FaceIdTracker method) (exordium.video.core.detection.IouTracker method) (exordium.video.core.detection.Tracker method) midwh2xywh() (in module exordium.video.core.bb) MIN_ALIGN_SAMPLES (in module exordium.text.base) min_align_samples() (exordium.text.alignment.TorchaudioForcedAligner method) (exordium.text.base.ForcedAligner method) Mlp (class in exordium.video.deep.swint) MmbertWrapper (class in exordium.text.mmbert) model_name (in module exordium.video.deep.swint) module exordium exordium.audio exordium.audio.base exordium.audio.clap exordium.audio.emotion2vec exordium.audio.io exordium.audio.smile exordium.audio.spectrogram exordium.audio.wav2vec2 exordium.audio.wavlm exordium.text exordium.text.alignment exordium.text.base exordium.text.bert exordium.text.eurobert exordium.text.evaluation exordium.text.mmbert exordium.text.pipeline exordium.text.roberta exordium.text.transcript_align exordium.text.whisper exordium.text.whisperx_align exordium.text.xlm_roberta exordium.utils exordium.utils.ckpt exordium.utils.concurrent exordium.utils.decorator exordium.utils.device exordium.utils.loss exordium.utils.normalize exordium.utils.padding exordium.video exordium.video.core exordium.video.core.bb exordium.video.core.densify exordium.video.core.detection exordium.video.core.io exordium.video.core.streaming exordium.video.core.transform exordium.video.deep exordium.video.deep.adaface exordium.video.deep.base exordium.video.deep.clip exordium.video.deep.dinov2 exordium.video.deep.emotieffnet exordium.video.deep.fabnet exordium.video.deep.farl exordium.video.deep.marlin exordium.video.deep.swint exordium.video.face exordium.video.face.au exordium.video.face.au.opengraphau exordium.video.face.detector exordium.video.face.detector.base exordium.video.face.detector.yolo exordium.video.face.detector.yolo11 exordium.video.face.gaze exordium.video.face.gaze.base exordium.video.face.gaze.gazelle exordium.video.face.gaze.l2csnet exordium.video.face.headpose exordium.video.face.headpose.sixdrepnet exordium.video.face.landmark exordium.video.face.landmark.constants exordium.video.face.landmark.facemesh exordium.video.face.landmark.iris exordium.video.face.streaming

MOUTH_LEFT (exordium.video.face.landmark.constants.FaceLandmarks attribute) (exordium.video.face.landmark.constants.FaceMesh478Regions attribute) MOUTH_RIGHT (exordium.video.face.landmark.constants.FaceLandmarks attribute) (exordium.video.face.landmark.constants.FaceMesh478Regions attribute)

N

n_identities (exordium.video.core.detection.FaceClusterTracker attribute) n_tracklets (exordium.video.core.detection.FaceClusterTracker attribute) no_weight_decay() (exordium.video.deep.swint.SwinTransformer method) no_weight_decay_keywords() (exordium.video.deep.swint.SwinTransformer method) Normalize (class in exordium.video.core.transform) normalize_asr() (in module exordium.text.evaluation) normalize_token() (in module exordium.text.transcript_align) normalize_words() (in module exordium.text.alignment)

normalized_cer (exordium.text.evaluation.TranscriptMetrics attribute) normalized_similarity (exordium.text.evaluation.TranscriptMetrics attribute) normalized_wer (exordium.text.evaluation.TranscriptMetrics attribute) NormalizedBox (in module exordium.video.face.gaze.base) NOSE (exordium.video.face.landmark.constants.FaceLandmarks attribute) (exordium.video.face.landmark.constants.FaceMesh478Regions attribute) NpyLoader (class in exordium.utils.decorator) num_frames (exordium.video.core.io.Video property)

O

open_video() (in module exordium.video.core.io)

OpenGraphAuWrapper (class in exordium.video.face.au.opengraphau) OpensmileWrapper (class in exordium.audio.smile)

P

PACKAGE_ROOT (in module exordium) pad_layered_time_dim() (in module exordium.utils.padding) pad_or_crop_time_dim() (in module exordium.utils.padding) PATCH_SIZE (in module exordium.video.face.gaze.gazelle) PatchEmbed (class in exordium.video.deep.swint) PatchMerging (class in exordium.video.deep.swint) PersonBoxes (in module exordium.video.face.gaze.gazelle) PickleLoader (class in exordium.utils.decorator) pitchyaw_to_pixel() (in module exordium.video.face.gaze.base) PooledTokenTextWrapper (class in exordium.text.base) predict() (exordium.text.base.PooledTokenTextWrapper method) (exordium.text.base.TextModelWrapper method) (exordium.video.face.gaze.base.GazeWrapper method) predict_au() (exordium.video.face.au.opengraphau.OpenGraphAuWrapper method) predict_on_batch() (exordium.video.face.landmark.iris.MediaPipeIris method) predict_on_image() (exordium.video.face.landmark.iris.MediaPipeIris method) prepare_segments() (in module exordium.text.base) preprocess() (exordium.text.base.SpeechToText method) (exordium.text.base.TextModelWrapper method) (exordium.text.whisper.WhisperWrapper method) (exordium.video.deep.adaface.AdaFaceWrapper method) (exordium.video.deep.base.VisualModelWrapper method) (exordium.video.deep.clip.ClipWrapper method) (exordium.video.deep.dinov2.DINOv2Wrapper method) (exordium.video.deep.emotieffnet.EmotiEffNetWrapper method) (exordium.video.deep.fabnet.FabNetWrapper method) (exordium.video.deep.farl.FarlWrapper method) (exordium.video.deep.marlin.MarlinWrapper method) (exordium.video.deep.swint.SwinTWrapper method) (exordium.video.face.au.opengraphau.OpenGraphAuWrapper method) (exordium.video.face.gaze.base.GazeWrapper method) (exordium.video.face.gaze.gazelle.GazelleWrapper method) (exordium.video.face.gaze.l2csnet.L2csNetWrapper method) (exordium.video.face.headpose.sixdrepnet.SixDRepNetWrapper method) (exordium.video.face.landmark.iris.IrisWrapper method)

preprocess_audio() (in module exordium.audio.spectrogram) process() (exordium.video.face.streaming.StreamingFacePipeline method) process_audio_file() (in module exordium.audio.spectrogram) processes_eval() (in module exordium.utils.concurrent) PROJECT_ROOT (in module exordium) protagonist_detection (exordium.video.core.streaming.StreamUpdate attribute) protagonist_id (exordium.video.core.streaming.StreamUpdate attribute) push() (exordium.video.core.streaming.StreamingTracker method) (exordium.video.face.streaming.StreamingFacePipeline method)

R

recovered_end (exordium.text.evaluation.SegmentValidation attribute) recovered_start (exordium.text.evaluation.SegmentValidation attribute) Reducer (in module exordium.video.face.gaze.gazelle) reference (exordium.text.evaluation.TranscriptMetrics attribute) remove_token() (in module exordium.utils.ckpt) repeat_pad_time_dim() (in module exordium.utils.padding) reset() (exordium.video.core.detection.Tracker method) (exordium.video.core.streaming.StreamingTracker method) (exordium.video.face.streaming.StreamingFacePipeline method) Resize (class in exordium.video.core.transform) RESOURCE_DIR (in module exordium) RIGHT (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) (exordium.video.face.landmark.constants.IrisLandmarks attribute)

RIGHT_EYE (exordium.video.face.landmark.constants.FaceLandmarks attribute) (exordium.video.face.landmark.constants.FaceMesh478Regions attribute) RIGHT_EYEBROW (exordium.video.face.landmark.constants.FaceMesh478Regions attribute) RobertaWrapper (class in exordium.text.roberta) rotate_face() (in module exordium.video.core.transform) rotate_landmarks() (in module exordium.video.face.landmark.facemesh) rotate_vector() (in module exordium.video.face.gaze.base) run() (exordium.video.core.detection.FaceClusterTracker method) run_detector() (exordium.video.face.detector.base.FaceDetector method) (exordium.video.face.detector.yolo.YoloFaceV8Detector method) (exordium.video.face.detector.yolo11.YoloFace11Detector method)

S

SafetensorsLoader (class in exordium.utils.decorator) sample() (exordium.video.core.detection.Track method) SAMPLE_RATE (exordium.audio.wav2vec2.Wav2vec2Wrapper attribute) save() (exordium.utils.decorator.FrameDetLoader method) (exordium.utils.decorator.Loader method) (exordium.utils.decorator.NpyLoader method) (exordium.utils.decorator.PickleLoader method) (exordium.utils.decorator.SafetensorsLoader method) (exordium.utils.decorator.TrackLoader method) (exordium.utils.decorator.VideoDetLoader method) (exordium.video.core.detection.FrameDetections method) (exordium.video.core.detection.Track method) (exordium.video.core.detection.VideoDetections method) save_audio() (in module exordium.audio.io) save_detections_to_video() (in module exordium.video.core.detection) save_frames() (in module exordium.video.core.io) save_frames_with_ids() (in module exordium.video.core.io) save_header() (exordium.video.core.detection.Detection class method) save_melspec_specshow() (in module exordium.audio.spectrogram) save_mfcc_specshow() (in module exordium.audio.spectrogram) save_params_to_json() (in module exordium.utils.normalize) save_record() (exordium.video.core.detection.Detection method) save_records() (exordium.video.core.detection.FrameDetections method) save_track_target_to_images() (in module exordium.video.core.detection) save_track_with_context_to_video() (in module exordium.video.core.detection) save_video() (in module exordium.video.core.io) score (exordium.text.base.SegmentMatch attribute) (exordium.text.base.Word attribute) (exordium.text.evaluation.SegmentValidation attribute) (exordium.video.core.detection.Detection attribute) (exordium.video.core.streaming.TrackStats property) scores (exordium.video.core.streaming.StreamUpdate attribute) Segment (class in exordium.text.base) SegmentMatch (class in exordium.text.base) SegmentValidation (class in exordium.text.evaluation) select_long_tracks() (exordium.video.core.detection.Tracker method) select_protagonist() (exordium.video.core.detection.FaceClusterTracker method) select_topk_biggest_bb_tracks() (exordium.video.core.detection.Tracker method)

select_topk_long_tracks() (exordium.video.core.detection.Tracker method) selected_tracks (exordium.video.core.detection.Tracker property) semantic_similarity (exordium.text.evaluation.TranscriptMetrics attribute) sequence_to_video() (in module exordium.video.core.io) similarity (exordium.text.evaluation.TranscriptMetrics attribute) SixDRepNetWrapper (class in exordium.video.face.headpose.sixdrepnet) softmax_temperature() (in module exordium.video.face.gaze.base) source (exordium.video.core.detection.Detection attribute) (exordium.video.core.detection.DetectionFromImage attribute) (exordium.video.core.detection.DetectionFromNp attribute) (exordium.video.core.detection.DetectionFromTorchTensor attribute) (exordium.video.core.detection.DetectionFromVideo attribute) (exordium.video.core.detection.FrameDetections property) SpeechAlignmentPipeline (class in exordium.text.pipeline) SpeechToText (class in exordium.text.base) spherical2cartesial() (in module exordium.video.face.gaze.base) split_audio() (in module exordium.audio.io) stable (exordium.video.core.streaming.StreamUpdate attribute) stable_for (exordium.video.core.streaming.StreamUpdate attribute) standardization() (in module exordium.utils.normalize) start (exordium.text.base.Segment attribute) (exordium.text.base.SegmentMatch attribute) (exordium.text.base.Word attribute) start_offset (exordium.text.evaluation.SegmentValidation attribute) starts (exordium.text.transcript_align.WordIndex attribute) stats (exordium.video.core.streaming.StreamingTracker attribute) stream() (exordium.text.base.StreamingMixin method) (exordium.text.whisper.WhisperWrapper method) StreamingFacePipeline (class in exordium.video.face.streaming) StreamingMixin (class in exordium.text.base) StreamingTracker (class in exordium.video.core.streaming) StreamUpdate (class in exordium.video.core.streaming) SUPPORTED_MODELS (in module exordium.audio.wav2vec2) swin_transformer_base() (in module exordium.video.deep.swint) swin_transformer_small() (in module exordium.video.deep.swint) swin_transformer_tiny() (in module exordium.video.deep.swint) SwinTransformer (class in exordium.video.deep.swint) SwinTransformerBlock (class in exordium.video.deep.swint) SwinTWrapper (class in exordium.video.deep.swint)

T

TEST_DIR (in module exordium) text (exordium.text.base.Segment attribute) (exordium.text.base.SegmentMatch attribute) (exordium.text.base.Word attribute) (exordium.text.evaluation.SegmentValidation attribute) TextModelWrapper (class in exordium.text.base) threads_eval() (in module exordium.utils.concurrent) timer() (in module exordium.utils.decorator) to_mono_16k() (in module exordium.text.base) to_uint8_tensor() (in module exordium.video.core.io) TOP (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) (exordium.video.face.landmark.constants.IrisLandmarks attribute) TOP_ALL (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) TOP_LEFT (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) TOP_RIGHT (exordium.video.face.landmark.constants.FaceMeshLandmarks attribute) TorchaudioForcedAligner (class in exordium.text.alignment)

TorchCodecBackend (class in exordium.video.core.io) ToTensor (class in exordium.video.core.transform) Track (class in exordium.video.core.detection) track_id (exordium.video.core.streaming.TrackStats attribute) track_to_feature() (exordium.video.deep.base.VisualModelWrapper method) (exordium.video.deep.marlin.MarlinWrapper method) (exordium.video.face.landmark.facemesh.FaceMeshWrapper method) Tracker (class in exordium.video.core.detection) TrackLoader (class in exordium.utils.decorator) TrackStats (class in exordium.video.core.streaming) transcribe() (exordium.text.pipeline.SpeechAlignmentPipeline method) transcribe_segments() (exordium.text.whisper.WhisperWrapper method) transcribe_words() (exordium.text.alignment.WhisperWordTimestamper method) (exordium.text.base.WordTimestamper method) (exordium.text.pipeline.SpeechAlignmentPipeline method) TranscriptEvaluator (class in exordium.text.evaluation) TranscriptMetrics (class in exordium.text.evaluation)

U

update() (exordium.video.core.detection.Tracker method)

V

valid (exordium.video.face.gaze.gazelle.GazelleOutput attribute) validate_segment() (in module exordium.text.evaluation) validate_segments() (exordium.text.pipeline.SpeechAlignmentPipeline method) (in module exordium.text.evaluation) vector_to_pitchyaw() (in module exordium.video.face.gaze.base) Video (class in exordium.video.core.io) VIDEO_EXTENSIONS (exordium.video.core.detection.DetectionFactory attribute) video_to_feature() (exordium.video.deep.base.VisualModelWrapper method) (exordium.video.deep.marlin.MarlinWrapper method) video_to_frames() (in module exordium.video.core.io)

video_to_gaze() (exordium.video.face.gaze.gazelle.GazelleWrapper method) VideoBackend (class in exordium.video.core.io) VideoDetections (class in exordium.video.core.detection) VideoDetLoader (class in exordium.utils.decorator) visualize() (exordium.video.face.gaze.base.GazeWrapper static method) visualize_bb() (in module exordium.video.core.bb) visualize_detection() (in module exordium.video.core.detection) visualize_detection_crop() (in module exordium.video.core.detection) visualize_iris() (in module exordium.video.face.landmark.iris) visualize_landmarks() (in module exordium.video.face.landmark.facemesh) VisualModelWrapper (class in exordium.video.deep.base)

W

wav2vec2_min_samples() (in module exordium.text.base) WAV2VEC2_RECEPTIVE_FIELD_SAMPLES (in module exordium.text.base) WAV2VEC2_STRIDE_SAMPLES (in module exordium.text.base) Wav2vec2Wrapper (class in exordium.audio.wav2vec2) WAVLM_SAMPLE_RATE (in module exordium.audio.wavlm) WavlmWrapper (class in exordium.audio.wavlm) WEIGHT_DIR (in module exordium) weight_file (exordium.video.face.gaze.gazelle.GazelleVariant attribute) wer (exordium.text.evaluation.TranscriptMetrics attribute) WHISPER_WINDOW_SECONDS (in module exordium.text.base) WhisperWordTimestamper (class in exordium.text.alignment) WhisperWrapper (class in exordium.text.whisper)

WhisperxForcedAligner (class in exordium.text.whisperx_align) WIDEN_WINDOW_SECONDS (in module exordium.text.base) width (exordium.video.core.io.Video property) window_partition() (in module exordium.video.deep.swint) window_reverse() (in module exordium.video.deep.swint) WindowAttention (class in exordium.video.deep.swint) Word (class in exordium.text.base) word_end_idx (exordium.text.base.SegmentMatch attribute) word_ids (exordium.text.transcript_align.WordIndex attribute) word_start_idx (exordium.text.base.SegmentMatch attribute) WordIndex (class in exordium.text.transcript_align) WordTimestamper (class in exordium.text.base)

X

XlmRobertaWrapper (class in exordium.text.xlm_roberta) xywh2midwh() (in module exordium.video.core.bb)

xywh2xyxy() (in module exordium.video.core.bb) xyxy2full() (in module exordium.video.core.bb) xyxy2xywh() (in module exordium.video.core.bb)

Y

YOLO11_FACE_MODELS (in module exordium.video.face.detector.yolo11)

YoloFace11Detector (class in exordium.video.face.detector.yolo11) YoloFaceV8Detector (class in exordium.video.face.detector.yolo)