Perspective Transform Review

Hough crop guess
Hough guess: 1f96d29a048de0a23b675726e2f27576.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
No transform needed

VLM selected: neither

Adjustments: The contour isolates the inset illustration rather than the book cover, while the Hough guess removes the top portion of the cover. The original image is already tightly framed around the full front cover, so use the full-image bounds.

Hough crop guess
Hough guess: 3600f87374e3c4bcc1f08a800968f42a.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: contour

Adjustments: The contour closely follows all four cover edges. Refine it only slightly by moving the top-left corner upward and making tiny edge-alignment corrections at the other corners.

Hough crop guess
Hough guess: 59f6abc5d7117a66ce0c25e89653348b.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: contour

Adjustments: The contour guess closely follows the cover. Move the top-left corner upward to include the full top edge, shift the top-right and bottom-right slightly right, and retain the close fit along the lower-left edge.

Hough crop guess
Hough guess: 61V+8dAGjJL._SL1000_.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: contour

Adjustments: The contour guess follows the visible cover edges and perspective better than the Hough guess. Move the top-left corner left to the true cover edge, raise the top-right slightly, and make only minor bottom-corner refinements to follow the worn outer boundary.

Hough crop guess
Hough guess: 622f30ddd534c2ba69bd99b7411fbc7e.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: hough

Adjustments: Keep the Hough estimate’s top-edge alignment, expand slightly left and right to the visible cover corners, and extend both lower corners down to the book’s actual bottom edge.

Hough crop guess
Hough guess: 9c34bbd8ccb8a88e89be596afadc8dc4.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: neither

Adjustments: Both guesses use the full image and include substantial background. Crop to the visible worn outer edges of the front cover, following the slightly sloped top and tapered side edges. Extrapolate the lower corners beyond the image frame because the bottom of the book is cut off.

Hough crop guess
Hough guess: b09ce0215ab44b70c474061743c82a85.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: hough

Adjustments: The Hough estimate captures the slanted top edge better, but its side and bottom lines cut deeply into the cover. Move all four corners to the visible front-cover corners, excluding the narrow spine on the left and the surrounding shelves and hand.

Hough crop guess
Hough guess: b4d125e7306cc5c395c810ae97f1ffb3.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: hough

Adjustments: Use the Hough orientation as a rough basis, but move all corners to the actual front-panel boundaries: place the top corners on the visible top edge, move the right corners to the outer right edge, and extrapolate the lower-left corner beyond the frame where the front/spine seam intersects the bottom edge.

Hough crop guess
Hough guess: b80f0c2c54189259947132d0befc9e1a.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: neither

Adjustments: The contour is the full image and the Hough guess captures only the cover's middle. Replace both with the visible book boundaries, extending the slanted top and right edges slightly above the frame to recover the true top-right corner; follow the clear lower edge and estimated left edge behind the hand.

Hough crop guess
Hough guess: ba13b22cab729ef2182d5e2386837189.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
No transform needed

VLM selected: contour

Adjustments: The cover already fills the image and several edges meet the frame. The Hough guess incorrectly cuts inward along the left and bottom edges, removing cover content. Keep the full-image crop.

Hough crop guess
Hough guess: bdc102288244edad6e193c53f710d387.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: hough

Adjustments: The Hough guess closely follows the cover. Move the top-left slightly right to exclude the dark background, raise the top-right slightly to the outer cover edge, and add a subtle bottom-edge slope to match the cover.

Hough crop guess
Hough guess: cf5e78846ad4e8c66973dd75d2ef6c8d.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: contour

Adjustments: The contour guess follows the top and left edges closely. Extend the lower-right corner down and slightly right to the inferred intersection of the right and bottom cover edges, and shift the lower-left slightly left to better include the full bottom edge.

Hough crop guess
Hough guess: d6db8e99ca26874408311606aabddc3b.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: neither

Adjustments: The contour guess includes substantial background, while the Hough guess captures only the upper-middle portion of the cover. Fit the crop to the book’s four visible outer corners, following its slightly skewed top, side, and bottom edges.

Hough crop guess
Hough guess: e708dcc88e85c5bd3dafdec8fdd95d26.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: hough

Adjustments: Use the Hough quadrilateral as the starting geometry, but move both side edges substantially inward to align with the visible white front-cover boundaries. Keep the top near y=0.03 and raise the bottom slightly to the cover's lower edge, excluding the page/block layer beneath it.

Hough crop guess
Hough guess: fca9dca3720f7f5e7ba43d6d0914d0d2.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: neither

Adjustments: The contour is the entire image, while the Hough quadrilateral includes the box spine and much of the separate robot. Refine tightly to the visible front face of the box, following its top, right, bottom, and spine-adjacent left edges.

Hough crop guess
Hough guess: ffe198d9ce2bdd9968370672ffd0b81c.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: hough

Adjustments: The Hough guess captures the side and bottom edges well, but its top edge incorrectly follows the horizontal title-panel boundary and cuts off the title. Move both top corners upward to the actual, slightly slanted cover boundary; make small lateral corrections to follow the visible outer edges while retaining the extrapolated bottom-right corner beyond the frame.

Hough crop guess
Hough guess: s-l1200.jpg
Contour crop guess
Contour guess
VLM crop guess
VLM guess
Final perspective crop
Final crop
Would transform

VLM selected: contour

Adjustments: The contour guess closely follows the full cover. Refine it slightly outward at the top-right, shift the top-left marginally left, and retain the well-aligned lower corners.