ComfyUI-Ethanfel-Prompt-Builder/docs/normal-camera-atlas.md

Normal Camera Atlas

Local reference root:

/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted

Use this dataset as the non-POV camera-geometry reference for normal third-person prompt and camera tuning. This atlas is intentionally separate from docs/krea2-pov-pose-atlas.md: POV-specific folders belong to the POV atlas, while this document tracks normal camera views such as front, side, rear, three-quarter, top-down, low-angle, and mixed action references.

Machine-readable folder metadata lives in categories/normal_camera_atlas.json. That catalog is a folder inventory and future hook only; it does not change generator defaults, prompt routes, Krea2 formatting, or ComfyUI node behavior.

Scope

• Included source: top-level non-POV folders currently under the local reference root.
• Excluded source: POV-specific folders that were moved out of this sorted non-POV root before the atlas was generated.
• Repo scope: documentation plus a catalog JSON hook only.
• Explicit non-goals: unrelated prompt-map audit drift, POV/Krea2 eval work, generator behavior changes, and formatter behavior changes.

Inventory Summary

Metric	Count
Top-level folders	104
JPG reference images	1979
Empty folders	3

Empty folders: blowjob - standing - side view, blowjob - standing close up - side view, mating press - backview

6 folder keys have numeric suffixes because source folder names normalize to the same key. The catalog preserves the exact folder value and relative reference_images path for lookup.

Camera Views

Camera view	Folders	Geometry note
side_view	28	Profile or near-profile camera, with the body/action axis running across the frame.
front_view	19	Camera faces the main visible subject or contact plane from the front.
front_three_quarter	7	Camera faces the main visible subject from a front-offset quarter angle.
back_view	5	Rear-facing camera where the back, hips, or rear contact side is closest to frame.
back_three_quarter	12	Rear-offset quarter camera, usually showing the rear/action side plus enough torso/face context.
top_view	2	Overhead or high downward camera where elevation matters more than azimuth.
low_angle	2	Low camera looking upward or from below the action plane.
under_view	1	Under-view camera from below hips/legs or below the body line.
mixed_or_unspecified	28	Folder name does not lock camera geometry; inspect samples before using as a camera reference.

Action Families

Action family	Folders
anal	1
ballsucking	2
blowjob	10
boobjob	1
breast_contact	3
couple	1
cowgirl	6
display	6
doggy	15
double_contact	6
face_sitting	2
front_penetration	1
manual_or_toy	11
missionary	11
oral_other	11
piledriver_or_pretzel	2
reverse_congress	2
reverse_cowgirl	10
standing_penetration	3

Catalog Status

Catalog status	Folders
action_reference_only	28
camera_reference	49
empty	3
thin_sample	24

Pre-A/B Variant Catalog

Curated normal-camera variants live in categories/normal_camera_variants.json. This catalog is intentionally smaller than the folder inventory: it only includes variants with compact geometry, prompt cues, avoid cues, representative references, source-folder coverage, and future generator-hook notes. It is a planning artifact for later fixed-seed A/B tests and does not record test evidence.

Status values:

• pre_ab_candidate: ready to queue for a first fixed-seed wording A/B test.
• needs_samples: useful, but thin, mixed, or needs a narrower sample subset before testing.
• hold: cataloged for coverage only; split or expand before testing.

Current variant inventory:

Metric	Count
Curated variants	131
Pre-A/B candidates	55
Needs samples	76
Hold	0
Covered non-empty source folders	101
Uncovered non-empty source folders	0

Catalog review notes:

• 2026-06-29 doggy side-view correction: the previous normal_doggy_side_profile_all_fours entry was over-broad because it grouped three clearly named source subcategories. It has been split into normal_doggy_all_fours_side_view, normal_doggy_generic_side_view, and normal_doggy_from_behind_side_view, each mapped to its own source folder.
• 2026-06-29 multi-folder normalization: remaining over-broad multi-folder variants were split when folder names implied distinct posture, camera, or layout wording. The only variants that still group multiple folders are spacing/label aliases, and each now includes grouped_reason.
• 2026-06-29 doggy visual-review batch: full-folder doggy variants were checked with contact sheets. Mixed folders are now named with folder_pool, and clean generator-style names are reserved for visually reviewed source folders or image-selected subvariants. Four doggy subvariants were created from selected references inside mixed folders.
• 2026-06-29 cowgirl/reverse-cowgirl visual-review batch: all ten variants in these families were checked with contact sheets. Existing names held; no new subvariants were created. Thin front/front-three-quarter reverse-cowgirl variants remain needs_samples.
• 2026-06-29 missionary visual-review batch: all ten original missionary-family variants were checked with contact sheets. Mixed side-view folders are now named with folder_pool, two selected-reference side subvariants were created, and the misleading folded-leg back-three-quarter entry was renamed as a mixed-camera folder pool.
• 2026-06-29 oral visual-review batch: blowjob, ballsucking, boobjob, and oral-other variants were checked with contact sheets. Mixed oral side/close source folders are now named with folder_pool, two reviewed side-profile subvariants were created from selected references, and weak kneeling/leg-up oral routes were downgraded to needs_samples.
• 2026-06-29 final normalized-variant visual-review batch: all remaining normalized variants were checked with contact sheets. Manual-contact side folders and the large rear-display folder are now explicit folder_pool entries; selected-reference subvariants were retained only where the visual subset stayed clean. Broad display, couple, piledriver/pretzel, and thin double-contact folders remain needs_samples. Every current variant now has visual-review metadata.
• 2026-06-29 penis-worship orientation corrections: user-provided anchors 510, 517, 519, 520, 603_4, and 607_2 were split out as normal_penis_worship_top_view; anchors 618, 566_2, 566, 505, 0016, 0008_2, 0004, and 0003 were split out as normal_penis_worship_side_view; anchors 609, 608, 0011, 0006, and 0002_2 were split out as normal_penis_worship_laying_partner_vertical_side_view. These remain needs_samples until the folder is more fully sorted by camera orientation.
• 2026-07-02 penis-worship residual review: generated review artifacts now preserve the foreground-close source-pool anchor plus the existing top, side, and laying-partner side-view anchors. The 29 unselected images remain mixed across foreground-heavy, front, and near-POV framing, so no additional references or prompt-ready subvariant were promoted.
• 2026-07-02 reverse-cowgirl unused-pool tranche: the uncovered reverse cowgirl folder with 240 JPGs was added as normal_reverse_cowgirl_mixed_camera_folder_pool. It is a no-generation cue-expansion pool, not a prompt-ready route; selected-reference subvariants should be added only after paged contact-sheet evidence shows repeated non-POV camera geometry. The first promoted selected-reference splits are normal_reverse_cowgirl_front_view, a 12-image front-view subset, normal_reverse_cowgirl_front_three_quarter, a 12-image front-offset subset, and normal_reverse_cowgirl_low_close_front_view, a 12-image low-close front-view subset from the paged and residual contact-sheet review.
• 2026-07-02 doggy all-fours rear three-quarter expansion: residual contact-sheet review of doggy on all four - back view - 3-4 angle expanded normal_doggy_all_fours_back_three_quarter from 3 to 15 reviewed references. The route key and prompt cues remain stable; low, front-drifting, and tight-crop outliers remain outside the selected subset.
• 2026-07-02 doggy all-fours side-view residual review: residual contact-sheet review of doggy on all four - side view kept normal_doggy_all_fours_side_view at its existing 14 reviewed references. Remaining images mix standing, bed, chair, close, and front-drifting frames, so no additional references were promoted in this pass.
• 2026-07-02 doggy all-fours front-view expansion: residual contact-sheet review of doggy all four - front view expanded normal_doggy_all_fours_front_view from 3 to 15 reviewed references. The selected subset keeps front-facing all-fours framing with face and forearms readable; side-drifting, seated, tight-close, and vertical-crop outliers remain outside the route.
• 2026-07-02 doggy generic front-view expansion: residual contact-sheet review of the duplicate trailing-space doggy - front view folder expanded normal_doggy_generic_front_view from 6 to 15 reviewed references. The route remains grouped with the non-trailing duplicate folder, and one weak top/down close crop remains outside the selected subset.
• 2026-07-02 piledriver selected split: residual contact-sheet review of piledriver preserved normal_piledriver_mixed_camera_folder_pool as a needs_samples source pool and promoted normal_piledriver_high_front_down_view as a 15-image high/front-down selected-reference subvariant. Tight top crops, side drifts, and mixed examples remain outside the selected route.
• 2026-07-02 blowjob laying front-view expansion: residual contact-sheet review of blowjob - laying - front view expanded normal_blowjob_laying_front_view from 3 to 15 reviewed references. The selected subset keeps front-facing laying oral-contact geometry; side-drifting, wide couch/bed, and weak close-crop examples remain outside the route.
• 2026-07-02 breast-contact front-view expansion: residual contact-sheet review of breast - touching - front view expanded normal_breast_contact_front_view from 3 to 15 reviewed references. The selected subset keeps front-facing body-contact geometry while side-drifting, costume/standing outliers, and weak-contact crops remain outside the route.
• 2026-07-02 reverse-congress front-view expansion: residual contact-sheet review of reverse congress - front view expanded normal_reverse_congress_front_view from 3 to 15 reviewed references. The selected subset keeps lifted/front-facing stacked-body geometry while tight low crops, side/bed drift, and seated-only outliers remain outside the route.
• 2026-07-02 boobjob selected split: residual contact-sheet review of boobjob preserved normal_boobjob_front_close_mixed_camera_folder_pool as a needs_samples source pool and promoted normal_boobjob_front_close_view as a 12-image front-close selected-reference subvariant. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside the route.
• 2026-07-02 fingering selected split: contact-sheet review of fingering added normal_fingering_mixed_camera_folder_pool as a needs_samples source pool and promoted normal_fingering_reclined_front_view as a 10-image reclined front-view selected-reference subvariant. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside the route.
• 2026-07-02 wand selected split: contact-sheet review of wand added normal_wand_mixed_camera_folder_pool as a needs_samples source pool and promoted normal_wand_front_close_view as a 7-image front-close selected-reference subvariant. Side, portrait-close, and wider posture outliers remain outside the route.
• 2026-07-02 ballsucking standing selected split: contact-sheet review of ballsucking - standing preserved normal_ballsucking_standing_partner_mixed_camera_folder_pool as a needs_samples source pool and promoted normal_ballsucking_standing_low_side_view as an 11-image low side/near-side selected-reference subvariant. The water-close outlier remains outside the route.
• 2026-07-02 face-sitting source-pool review: contact-sheet review of face sitting added normal_face_sitting_mixed_camera_folder_pool as a 4-image needs_samples source pool. Three front/near-front samples and one rear/back-view outlier are preserved as review evidence; no pre-A/B route was promoted.
• 2026-07-02 pussy-licking back-view source-pool review: contact-sheet review of pussy licking - backv iew added normal_pussy_licking_backview_mixed_camera_folder_pool as a 3-image needs_samples source pool. The folder label is not promoted as prompt truth: samples read as elevated front or high-oblique third-person references, so no pre-A/B route was promoted.
• 2026-07-02 removing-pants source-pool review: contact-sheet review of removing pants added normal_removing_pants_mixed_camera_folder_pool as a 3-image needs_samples source pool. The samples are close, near-duplicate, and foreground-heavy, so they remain action evidence rather than a promoted camera route.
• 2026-07-02 thin-folder source-pool batch: contact-sheet review added normal_rimjob_mixed_camera_folder_pool, normal_footjob_mixed_camera_folder_pool, normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool, normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool, and normal_fist_mixed_camera_folder_pool as needs_samples coverage pools. Each folder has only one to three samples, so no pre-A/B camera route was promoted.
• 2026-07-02 final single-reference coverage batch: contact-sheet review added coverage-only needs_samples pools for the remaining 12 one-image folders, including thin anal, oral, doggy, face-sitting, handjob, and under-desk references. This brings all non-empty source folders into the reviewed variant catalog without promoting any single-image folder to pre-A/B.
• 2026-07-02 covered mixed-pool artifact pass: review manifests/contact sheets were added for the already-cataloged ballsucking - laying, pretzel, and woman ass exposed source pools. woman ass exposed now carries all four folder images as needs_samples evidence; no pre-A/B route was promoted.
• 2026-07-02 sixty-nine selected split: contact-sheet review of 69 added normal_sixty_nine_mixed_camera_folder_pool as a needs_samples source pool and promoted normal_sixty_nine_front_close_view as a 7-image front-close selected-reference subvariant. Side/downward, upright seated, and wider room-context outliers remain outside the route.
• 2026-07-02 handjob standing side-view residual review: residual contact-sheet review of handjob standing - side view kept normal_handjob_standing_side_profile at its existing 7 reviewed references. Remaining images mix kneeling, seated, close portrait, near-front, and oral-adjacent frames, so no additional references were promoted in this pass.
• 2026-07-02 breast-sucking side-view expansion: residual contact-sheet review of breast sucking - side view expanded normal_breast_sucking_side_view from 3 to 15 reviewed references. The route remains side/near-side rather than strict profile-only; front-only, hand-touch-only, and weak-contact examples remain outside the selected subset.
• 2026-07-02 standing from-front side-view residual review: residual contact-sheet review of fuck from front standing - side view kept normal_standing_from_front_side_view at its existing 3 reviewed references. Remaining images include some usable side/near-side frames, but too many drift into suspended/lifted, close-crop, couch, or front-heavy framing for a safe reference expansion.
• 2026-07-02 standing backside side-view residual review: residual contact-sheet review of fuck from behind standing - woman backside - side view kept normal_doggy_standing_backside_side_view at its existing 16 reviewed references and preserved the 3-image folder-pool anchor. Remaining images mix lifted, seated, bed/couch, front-drifting, and portrait-like frames, so no additional references or distinct subvariant were promoted.
• 2026-07-02 generic doggy rear three-quarter expansion: residual contact-sheet review of doggy - back view - 3-4 angle expanded normal_doggy_generic_back_three_quarter from 3 to 15 reviewed references. The selected subset keeps back-offset normal-camera composition while low/close and laying-drift examples remain outside the route.
• 2026-07-02 cowgirl side-view expansion: residual contact-sheet review of cowgirl - side view expanded normal_cowgirl_side_profile from 3 to 15 reviewed references. The selected subset keeps lateral straddle composition while front-drifting, rear-drifting, and tight-crop examples remain outside the route.
• 2026-07-02 anal-random unused-pool tranche: the uncovered anal random folder with 99 JPGs was added as normal_anal_random_mixed_camera_folder_pool. Paged contact-sheet review promoted normal_anal_random_front_view as an 11-image front-view selected-reference split; residual-pool review then promoted normal_anal_random_back_side_offset_view as a 12-image rear/side-offset split. It remains needs_samples for standing, overhead-like, tight-crop, and other mixed material.
• 2026-07-02 breasts-exposed selected splits: paged contact-sheet review of the 168-image breasts exposed source pool promoted normal_display_breasts_exposed_front_view and normal_display_breasts_exposed_side_offset_view; residual-pool review then promoted normal_display_breasts_exposed_standing_front_view as a 12-image upright standing front-view subset and normal_display_breasts_exposed_seated_kneeling_front_view as a 12-image seated/kneeling front-view subset. The mixed source pool remains needs_samples for close-crop, couple/action, side-drifting, and other display families.
• 2026-07-02 front open-leg display selected splits: paged contact-sheet review of the 100-image pussy spread source pool promoted normal_display_front_open_leg_front_view and normal_display_front_open_leg_low_close; residual-pool review then promoted normal_display_front_open_leg_side_offset_view as a 12-image side-offset seated or reclined subset. The mixed source pool remains needs_samples for remaining front, low-close, and one-off crop/camera variants.
• 2026-07-02 couple-kissing selected split: paged contact-sheet review of the 88-image couple kissing source pool promoted normal_couple_kissing_upright_side_profile as a 12-image upright side-profile subset. Seated, bed, close-crop, and front-facing examples stay in the mixed source pool.
• 2026-07-02 cowgirl back-three-quarter reference expansion: residual-pool review of the 129-image cowgirl - back view - 3-4 angle source folder kept the existing normal_cowgirl_back_three_quarter route and expanded it to 15 selected references instead of creating a near-duplicate route.
• 2026-07-02 rear-body display selected split: residual-pool review of the 99-image woman solo showing her hass - back view source folder promoted normal_display_rear_body_standing_back_view as a 12-image upright standing back-view subset. The broad folder pool remains needs_samples for seated, kneeling, side-leaning, and close-crop rear examples.
• 2026-07-02 maintenance phase: prep artifacts now include a dedicated validator, review indexes, per-image manifest annotations, explicit typo/spacing alias metadata, and a separate needs_samples acquisition list. These additions do not promote any new route and do not add generated evidence.

Do not add fixed-seed evidence, eval-log IDs, or generator-default decisions to this catalog until the normal-camera A/B workflow starts. Keep POV A/B notes in the existing POV files.

No-Generation Prep Artifacts

Prepared dry-run artifacts live under ab_batches/normal_camera/:

• normal_camera_priority_plan.json: all 55 pre_ab_candidate variants in stable catalog order, with representative references and deferred counts for needs_samples and hold.
• normal_camera_prompt_cue_batch.json: source prompt cues split into prompt-ready positive cues and blocked review-only cues. Option words, negative wording, contrast wording, and instruction-like cleanup text stay out of prompt-ready text.
• normal_camera_score_sheet.json: blank later-generation scoring rows for the selected variants. Rows keep generator seed, sampling seed, image path, score, note, and decision slots empty until fixed-seed generation exists.
• normal_camera_acceptance_gates.md: human-readable scoring gates for later A/B review.
• normal_camera_unused_pool_backlog.json: larger remaining source folders ranked by unselected image count so future tranches can proceed beyond the first reverse-cowgirl unused-pool tranche. Rows include folder_alias metadata so typo and spacing fixes remain separate from exact source paths.
• normal_camera_needs_samples_acquisition.json and normal_camera_needs_samples_acquisition.md: all 76 needs_samples variants sorted by missing reference count against a 12-reference target. This list is for reference acquisition and remains separate from the 55-item pre-A/B priority plan.
• review/index.html and review/index.md: no-generation indexes linking all generated review manifests and contact sheets by source folder, canonical alias label, image count, selected-reference count, and residual count.
• review/reverse_cowgirl_review_manifest.json: no-generation review manifest for all 240 JPGs in the uncovered reverse cowgirl folder, paged for contact sheet review. Review manifests now include review_items for every image: selected references are marked selected_reference; remaining images are marked residual_unassigned with a conservative exclusion reason until a human assigns a tighter bucket.
• review/reverse_cowgirl_contact_sheet.html: local-image contact sheet for assigning review buckets before any selected-reference subvariant is promoted.
• review/breasts_exposed_review_manifest.json and review/breasts_exposed_contact_sheet.html: no-generation review scaffold for the large mixed display source pool.
• review/pussy_spread_review_manifest.json and review/pussy_spread_contact_sheet.html: no-generation review scaffold for the large mixed front-display source pool.
• review/anal_random_review_manifest.json and review/anal_random_contact_sheet.html: no-generation review scaffold for the uncovered anal random source pool.
• review/couple_kissing_review_manifest.json and review/couple_kissing_contact_sheet.html: no-generation review scaffold for the large mixed couple-contact source pool.
• review/cowgirl_back_view_3_4_angle_review_manifest.json and review/cowgirl_back_view_3_4_angle_contact_sheet.html: no-generation review scaffold for the large rear three-quarter cowgirl source folder.
• review/woman_solo_showing_her_hass_back_view_review_manifest.json and review/woman_solo_showing_her_hass_back_view_contact_sheet.html: no-generation review scaffold for the large rear-body display source folder.

Acceptance gates for later fixed-seed review:

• camera_geometry: camera angle, elevation, side/front/back orientation, and framing match the atlas family.
• pose_ownership: the visible actors own the pose correctly, with no POV body cues leaking into normal-camera framing.
• workspace_continuity: workspace or lounge details support the camera angle instead of fighting the pose.
• clothing_visibility: clothing cues stay attached to the intended visible subject and only describe garments visible in the pose.
• subject_identity: the same woman identity, face, hair, eyes, and body type remain stable across fixed-seed variants.
• body_proportion_control: penis/body proportions and limb lengths stay plausible for the selected atlas framing.
• prompt_noise: prompt text uses direct visual cues, with option, negative, and instruction-like wording removed from positive text.
• atlas_reference_match: the generated frame can be matched back to the selected atlas references for the variant.

Regenerate these files without sending prompts or images:

python -m normal_camera_atlas_prep --write-artifacts --output-dir ab_batches/normal_camera

Validate the catalog and generated artifacts:

python tools/normal_camera_atlas_validate.py --artifacts-dir ab_batches/normal_camera

Camera Geometry Notes

Side View

Side-view folders are the cleanest normal-camera references in this dataset. Most samples use a profile or near-profile camera with the body/action axis running horizontally across the frame. Use side-view wording when the prompt must preserve lateral body geometry and visible contact alignment.

Useful cues:

• side-profile normal camera view
• body axis runs across the frame
• lateral contact line stays visible

Avoid treating side-view folders as front-facing eye-contact compositions unless the selected sample clearly does that.

Front View And Front Three-Quarter

Front labels are action-relative. They usually mean the main visible body or contact plane faces the camera, not that the room or whole scene is globally front-facing. Front three-quarter folders keep the front contact plane readable while adding body depth through an offset camera.

Useful cues:

• front-facing normal camera view
• front three-quarter normal camera view
• main subject faces the camera
• face, torso, and contact plane all readable

Avoid POV body-cue language and avoid exact-degree claims unless the individual sample supports them.

Back View And Back Three-Quarter

Back labels usually mean the back, hips, or rear contact side is closest to the camera. Back three-quarter folders are useful when the prompt needs the rear geometry to dominate while keeping torso, face, or partner context readable.

Useful cues:

• rear normal camera view
• rear three-quarter normal camera view
• camera offset behind the action
• back and hips closest to camera

Avoid front-facing camera wording and avoid first-person/POV framing.

Top, Low, And Under View

Special-elevation folders are sparse but important. Top view and low angle are not interchangeable: top-view folders look down from above, low-angle folders look upward from below, and under-view folders place the camera below the hips or legs.

Useful cues:

• top-down normal camera view
• low-angle normal camera view
• under-view normal camera angle

Keep these as special camera routes rather than folding them into generic front, side, or rear views.

Mixed Or Unspecified

Mixed or unspecified folders are still useful action references, but they are not stable camera presets. Inspect the sample images before deriving camera wording. Large folders such as reverse cowgirl, breasts exposed, pussy spread, anal random, and couple kissing should be treated as action or presentation pools until a narrower camera subset is selected.

Folder Inventory

Side View

Profile or near-profile camera, with the body/action axis running across the frame.

Key	Folder	Images	Family	Status	First sample
anal_doggy_side_view	anal doggy - side view	1	doggy	thin_sample	anal doggy - side view/16.jpg
blowjob_kneeling_side_view	blowjob - kneeling - side view	6	blowjob	camera_reference	blowjob - kneeling - side view/160.jpg
blowjob_laying_side_view	blowjob - laying - side view	24	blowjob	camera_reference	blowjob - laying - side view/0001.jpg
blowjob_sitting_side_view	blowjob - sitting - side view	17	blowjob	camera_reference	blowjob - sitting - side view/0002.jpg
blowjob_standing_side_view	blowjob - standing - side view	0	blowjob	empty
blowjob_standing_close_up_side_view	blowjob - standing close up - side view	0	blowjob	empty
breast_touching_side_view	breast - touching - side view	10	breast_contact	camera_reference	breast - touching - side view/0010.jpg
breast_sucking_side_view	breast sucking - side view	43	breast_contact	camera_reference	breast sucking - side view/0003.jpg
cowgirl_side_view	cowgirl - side view	34	cowgirl	camera_reference	cowgirl - side view/0003.jpg
doggy_side_view	doggy - side view	12	doggy	camera_reference	doggy - side view/0014.jpg
doggy_on_all_four_side_view	doggy on all four - side view	70	doggy	camera_reference	doggy on all four - side view/0004.jpg
double_penetration_side_view	double penetration - side view	2	double_contact	thin_sample	double penetration - side view/8.jpg
fuck_from_behind_side_view	fuck from behind - side view	16	doggy	camera_reference	fuck from behind - side view/0001.jpg
fuck_from_behind_standing_side_view	fuck from behind standing - side view	16	doggy	camera_reference	fuck from behind standing - side view/0001.jpg
fuck_from_behind_standing_woman_backside_side_view	fuck from behind standing - woman backside - side view	47	doggy	camera_reference	fuck from behind standing - woman backside - side view/0008.jpg
fuck_from_front_standing_side_view	fuck from front standing - side view	36	standing_penetration	camera_reference	fuck from front standing - side view/0001.jpg
fuck_standing_woman_sideway	fuck standing - woman sideway	1	standing_penetration	thin_sample	fuck standing - woman sideway/0008.jpg
fuck_standing_woman_suspended_side_view	fuck standing - woman suspended - side view	9	standing_penetration	camera_reference	fuck standing - woman suspended - side view/0005.jpg
handjob_laying_side_view	handjob - laying -side view	11	manual_or_toy	camera_reference	handjob - laying -side view/0011.jpg
handjob_sitting_side_view	handjob - sitting - side view	11	manual_or_toy	camera_reference	handjob - sitting - side view/0007.jpg
handjob_standing_side_view	handjob standing - side view	63	manual_or_toy	camera_reference	handjob standing - side view/0001.jpg
mating_press_side_view	mating press - side view	3	missionary	camera_reference	mating press - side view/0018.jpg
missionary_side_view	missionary - side view	24	missionary	camera_reference	missionary - side view/0003.jpg
missionary_side_view_full_penis	missionary - side view - full penis	9	missionary	camera_reference	missionary - side view - full penis/0002.jpg
missionary_anal_side_view	missionary anal - side view	3	missionary	camera_reference	missionary anal - side view/10.jpg
pussy_licking_side_view	pussy licking - side view	28	oral_other	camera_reference	pussy licking - side view/0003.jpg
pussy_licking_woman_standing_side_view	pussy licking woman standing - side view	5	oral_other	camera_reference	pussy licking woman standing - side view/0001.jpg
reverse_cowgirl_side_view	reverse cowgirl - side view	8	reverse_cowgirl	camera_reference	reverse cowgirl - side view/0004.jpg

Front View

Camera faces the main visible subject or contact plane from the front.

Key	Folder	Images	Family	Status	First sample
anal_reverse_cowgirl_front_view_1	anal reverse cowgirl - front view	2	reverse_cowgirl	thin_sample	anal reverse cowgirl - front view/26.jpg
anal_reverse_cowgirl_front_view_2	anal reverse cowgirl - front view	1	reverse_cowgirl	thin_sample	anal reverse cowgirl - front view/59.jpg
blowjob_front_view_low_angle	blowjob - front view - low angle	2	blowjob	thin_sample	blowjob - front view - low angle/145.jpg
blowjob_laying_front_view	blowjob - laying - front view	26	blowjob	camera_reference	blowjob - laying - front view/0001.jpg
blowjob_sitting_frontview	blowjob - sitting - frontview	12	blowjob	camera_reference	blowjob - sitting - frontview/0003.jpg
breast_touching_front_view	breast - touching - front view	25	breast_contact	camera_reference	breast - touching - front view/0006.jpg
cowgirl_front_view	cowgirl - front view	1	cowgirl	thin_sample	cowgirl - front view/68.jpg
cowgirl_full_man_body_front_view	cowgirl full man body - front view	17	cowgirl	camera_reference	cowgirl full man body - front view/0005.jpg
doggy_front_view_1	doggy - front view	3	doggy	camera_reference	doggy - front view/11.jpg
doggy_front_view_2	doggy - front view	13	doggy	camera_reference	doggy - front view /0003.jpg
doggy_all_four_front_view	doggy all four - front view	28	doggy	camera_reference	doggy all four - front view/0016.jpg
double_blowjob_handjob_frontview	double blowjob-handjob-frontview	1	double_contact	thin_sample	double blowjob-handjob-frontview/8.jpg
face_sitting_front_view	face sitting - front view	1	face_sitting	thin_sample	face sitting - front view/56.jpg
fuck_from_front_front_view_low_angle	fuck from front - front view -low angle	4	front_penetration	camera_reference	fuck from front - front view -low angle/0008.jpg
handjob_both_sitting_front_view	handjob - both sitting - front view	4	manual_or_toy	camera_reference	handjob - both sitting - front view/109.jpg
handjob_laying_front_view	handjob - laying - front view	3	manual_or_toy	camera_reference	handjob - laying - front view/119.jpg
mating_press_front_view	mating press - front view	2	missionary	thin_sample	mating press - front view/0003.jpg
missionary_front_view	missionary - front view	8	missionary	camera_reference	missionary - front view/0011.jpg
reverse_congress_front_view	reverse congress - front view	21	reverse_congress	camera_reference	reverse congress - front view/0012.jpg

Front Three Quarter

Camera faces the main visible subject from a front-offset quarter angle.

Key	Folder	Images	Family	Status	First sample
anal_reverse_cowgirl_front_view_3_4_angle_1	anal reverse cowgirl - front view - 3-4 angle	3	reverse_cowgirl	camera_reference	anal reverse cowgirl - front view - 3-4 angle/10.jpg
anal_missionary_front_view_3_4_angle	anal missionary - front view - 3-4 angle	4	missionary	camera_reference	anal missionary - front view - 3-4 angle/118.jpg
anal_reverse_cowgirl_front_view_3_4_angle_2	anal reverse cowgirl - front view - 3-4 angle	2	reverse_cowgirl	thin_sample	anal reverse cowgirl - front view - 3-4 angle/118.jpg
cowgirl_front_view_3_4_angle	cowgirl - front view - 3-4 angle	6	cowgirl	camera_reference	cowgirl - front view - 3-4 angle/588.jpg
handjob_laying_front_view_3_4_angle	handjob - laying - front view - 3-4 angle	4	manual_or_toy	camera_reference	handjob - laying - front view - 3-4 angle/39.jpg
missionary_front_view_3_4_angle	missionary - front view - 3-4 angle	1	missionary	thin_sample	missionary - front view - 3-4 angle/17.jpg
pussy_licking_front_view_3_4_angle	pussy licking - front view - 3-4 angle	2	oral_other	thin_sample	pussy licking - front view - 3-4 angle/0005.jpg

Back View

Rear-facing camera where the back, hips, or rear contact side is closest to frame.

Key	Folder	Images	Family	Status	First sample
anus_exposed_back_view	anus exposed - back view	4	display	camera_reference	anus exposed - back view/0017.jpg
doggy_press_back_side	doggy press - back side	1	doggy	thin_sample	doggy press - back side/0011.jpg
mating_press_backview	mating press - backview	0	missionary	empty
reverse_cowgirl_back_view	reverse cowgirl - back view	6	reverse_cowgirl	camera_reference	reverse cowgirl - back view/267.jpg
woman_solo_showing_her_hass_back_view	woman solo showing her hass - back view	99	display	camera_reference	woman solo showing her hass - back view/0001.jpg

Back Three Quarter

Rear-offset quarter camera, usually showing the rear/action side plus enough torso/face context.

Key	Folder	Images	Family	Status	First sample
anal_fuck_from_behind_laying_back_view_3_4_angle	anal fuck from behind laying - back view - 3-4 angle	1	doggy	thin_sample	anal fuck from behind laying - back view - 3-4 angle/14.jpg
blowjob_laying_back_view_3_4_angle	blowjob laying - back view - 3-4 angle	1	blowjob	thin_sample	blowjob laying - back view - 3-4 angle/14.jpg
cowgirl_back_view_3_4_angle	cowgirl - back view - 3-4 angle	129	cowgirl	camera_reference	cowgirl - back view - 3-4 angle/0002.jpg
doggy_back_view_3_4_angle	doggy - back view - 3-4 angle	35	doggy	camera_reference	doggy - back view - 3-4 angle/0002.jpg
doggy_on_all_four_back_view_3_4_angle	doggy on all four - back view - 3-4 angle	69	doggy	camera_reference	doggy on all four - back view - 3-4 angle/0002.jpg
double_penetration_back_view_3_4_angle	double penetration - back view - 3-4 angle	1	double_contact	thin_sample	double penetration - back view - 3-4 angle/8.jpg
double_penetration_bj_and_pen_back_view_3_4_angle	double penetration - BJ and Pen - back view - 3-4 angle	2	double_contact	thin_sample	double penetration - BJ and Pen - back view - 3-4 angle/8.jpg
double_penetration_on_her_back_back_view_3_4_angle	double penetration on her back- back view - 3-4 angle	1	double_contact	thin_sample	double penetration on her back- back view - 3-4 angle/8.jpg
fuck_from_behind_laying_back_view_3_4_angle	fuck from behind laying - back view - 3-4 angle	23	doggy	camera_reference	fuck from behind laying - back view - 3-4 angle/0002.jpg
missionary_leg_folded_back_view_3_4_angle	missionary - leg folded - back view 3-4 angle	12	missionary	camera_reference	missionary - leg folded - back view 3-4 angle/0002.jpg
pussy_licking_leg_up_back_view_3_4_angle	pussy licking leg up - back view - 3-4 angle	1	oral_other	thin_sample	pussy licking leg up - back view - 3-4 angle/0009.jpg
reverse_cowgirl_backview_3_4_angle	reverse cowgirl - backview - 3-4 angle	5	reverse_cowgirl	camera_reference	reverse cowgirl - backview - 3-4 angle/207.jpg

Top View

Overhead or high downward camera where elevation matters more than azimuth.

Key	Folder	Images	Family	Status	First sample
double_blowjob_handjob_topview	double blowjob-handjob-topview	1	double_contact	thin_sample	double blowjob-handjob-topview/8.jpg
missionary_top_view	missionary - top view	1	missionary	thin_sample	missionary - top view/0005.jpg

Low Angle

Low camera looking upward or from below the action plane.

Key	Folder	Images	Family	Status	First sample
blowjob_low_angle	blowjob - low angle	1	blowjob	thin_sample	blowjob - low angle/569.jpg
handjob_standing_low_angle	handjob - standing -low angle	1	manual_or_toy	thin_sample	handjob - standing -low angle/552.jpg

Under View

Under-view camera from below hips/legs or below the body line.

Key	Folder	Images	Family	Status	First sample
doggy_underview	doggy - underview	11	doggy	camera_reference	doggy - underview/0001.jpg

Mixed Or Unspecified

Folder name does not lock camera geometry; inspect samples before using as a camera reference.

Key	Folder	Images	Family	Status	First sample
69	69	10	oral_other	action_reference_only	69/0002.jpg
anal_cowgirl	anal cowgirl	1	cowgirl	action_reference_only	anal cowgirl/49.jpg
anal_random	anal random	99	anal	action_reference_only	anal random/0001.jpg
anal_reverse_congress	anal reverse congress	1	reverse_congress	action_reference_only	anal reverse congress/160.jpg
anus_lickiing	anus lickiing	1	oral_other	action_reference_only	anus lickiing/0004.jpg
ballsucking_laying	ballsucking - laying	2	ballsucking	action_reference_only	ballsucking - laying/271.jpg
ballsucking_standing	ballsucking - standing	12	ballsucking	action_reference_only	ballsucking - standing/0014.jpg
boobjob	boobjob	19	boobjob	action_reference_only	boobjob/0017.jpg
breasts_exposed	breasts exposed	168	display	action_reference_only	breasts exposed/0001.jpg
couple_kissing	couple kissing	88	couple	action_reference_only	couple kissing/0001.jpg
face_sitting	face sitting	4	face_sitting	action_reference_only	face sitting/0005.jpg
fingering	fingering	15	manual_or_toy	action_reference_only	fingering/0001.jpg
fist	fist	1	manual_or_toy	action_reference_only	fist/337.jpg
footjob	footjob	2	manual_or_toy	action_reference_only	footjob/265.jpg
penis_worship	penis worship	49	oral_other	action_reference_only	penis worship/0001.jpg
piledriver	piledriver	27	piledriver_or_pretzel	action_reference_only	piledriver/0001.jpg
pretzel	pretzel	2	piledriver_or_pretzel	action_reference_only	pretzel/0001.jpg
pussy_licking_backv_iew	pussy licking - backv iew	3	oral_other	action_reference_only	pussy licking - backv iew/220.jpg
pussy_licking_standing_woman	pussy licking standing woman	1	oral_other	action_reference_only	pussy licking standing woman/13.jpg
pussy_spread	pussy spread	100	display	action_reference_only	pussy spread/0001.jpg
removing_pants	removing pants	3	display	action_reference_only	removing pants/0005.jpg
reverse_cowgirl	reverse cowgirl	240	reverse_cowgirl	action_reference_only	reverse cowgirl/0001.jpg
reverse_cowgirl_leg_up	reverse cowgirl - leg up	2	reverse_cowgirl	action_reference_only	reverse cowgirl - leg up/266.jpg
reverse_cowgirl_pretzel	reverse cowgirl -pretzel	2	reverse_cowgirl	action_reference_only	reverse cowgirl -pretzel/0007.jpg
rimjob	rimjob	3	oral_other	action_reference_only	rimjob/0003.jpg
under_desk	under desk	1	oral_other	action_reference_only	under desk/347.jpg
wand	wand	9	manual_or_toy	action_reference_only	wand/0005.jpg
woman_ass_exposed	woman ass exposed	4	display	action_reference_only	woman ass exposed/40.jpg